Words and Rules: The Ingredients of Language with Dr. Steven Pinker (1999) — Transcript
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- 0:03the preservation of and increased access
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- 0:12good evening I'm Jennifer Juna howler
- 0:15from the Charles Simon Center for adult
- 0:17life and learning it's my pleasure to
- 0:19welcome you tonight and to introduce our
- 0:21speaker Dr Steph
- 0:23Pinker Dr Pinker will give a lecture and
- 0:26we've set up a microphone in the
- 0:28audience for you to ask questions after
- 0:30after the
- 0:30lecture after the program there will be
- 0:33a book selling and signing in the
- 0:34adjacent
- 0:36Hall we're so excited about our spring
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- 0:40minute to share some of that with you
- 0:43before I introduce our speaker we have a
- 0:46wonderful Millennium series coming up uh
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- 1:08J gold and many others so please keep an
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- 1:13which is coming out very soon and be
- 1:16sure to order tickets early for the
- 1:17programs that you're sure you don't want
- 1:19to
- 1:20miss our speaker tonight is a man who
- 1:23thinks deeply about thinking and we have
- 1:25been very fortunate to have him on our
- 1:28stage at the Y several times to share
- 1:30his fascinating insights with
- 1:33us he is Professor of psychology and
- 1:36director of the Center for Cognitive
- 1:38neuroscience at the Massachusetts
- 1:40Institute of
- 1:42Technology he's also a best-selling
- 1:44author who has already shed light on the
- 1:46workings of the brain and how it
- 1:48processes language in his book how the
- 1:50mind works which was nominated for the
- 1:53pet Sur prize and the national book
- 1:55award and was the number one bestselling
- 1:58book for Amazon . in
- 2:021997 his previous book The Language
- 2:05Instinct was also a bestseller and was
- 2:08named one of the best 10 books of the
- 2:10Year by the New York Times book
- 2:13review his new book which will be
- 2:16available to sign copies of after the
- 2:18lecture is words and rules the
- 2:20ingredients of language it explores the
- 2:22inner workings of the human brain as it
- 2:25moves from thought to sound to language
- 2:28please welcome Dr Steve
- 2:40Pinker thank you very
- 2:43much I'd like to begin by acknowledging
- 2:47uh some of the people who collaborated
- 2:49on the ideas and experiments I'm going
- 2:51to talk about this evening uh a large
- 2:53number of uh colleagues former students
- 2:56collaborators at MIT and in particular
- 2:58two who are in the audience tonight
- 3:00Professor Gary Marcus of NYU and
- 3:03Professor Annie sanghas of Barnard
- 3:07College language comes so naturally to
- 3:09us that we're apt to forget what a
- 3:11strange and miraculous gift it is but
- 3:14think about what we're doing right now
- 3:16for the next hour you're going to sit
- 3:18patiently listening to a man make noise
- 3:20as he exhales now why would you do
- 3:22something like that not because I can
- 3:25claim that the sounds are particularly
- 3:27mifl but because there's information
- 3:30that's coded into the precise sequence
- 3:33of hisses and hums and squeaks and Pops
- 3:36that I'll make that you can recover
- 3:38allowing us to share ideas now over the
- 3:42next hour the ideas that I'm going to
- 3:46cause you to think our ideas about this
- 3:48gift language itself but with a slightly
- 3:52different set of noises I could be
- 3:53causing you to think thoughts about
- 3:56anything from theories of the origin of
- 3:58the universe to the latest twists and
- 4:01turns of your favorite soap opera plot
- 4:04uh this is the miracle of language its
- 4:06vast expressive power and I think the
- 4:09first question that we have to ask in
- 4:12understanding language is what is the
- 4:14trick what's the trick behind our
- 4:16ability to fill each other's minds with
- 4:19so many different kinds of ideas the
- 4:22point of the book words and rules and of
- 4:24the talk this evening is that there's
- 4:26not one trick but two of them and they
- 4:28were both ident ified in the 19th
- 4:30century by European linguists the first
- 4:33is the principle of the memorized word
- 4:37what fand do soer called the arbitrary
- 4:40sign now the word duck for example
- 4:43doesn't look like a duck or walk like a
- 4:46duck or quack like a duck but I can use
- 4:48it to get you to think the thought of a
- 4:50duck because all of us at some point in
- 4:52our lives have memorized an association
- 4:55between that sound and that meaning that
- 4:58means that there has to be some
- 5:00information stored in the mind that
- 5:02captures that Association which in
- 5:04simplified form might look something
- 5:05like
- 5:06this there is a symbol for the word
- 5:09itself there is an uh entry for its
- 5:12sound duck and then some kind of entry
- 5:15for its
- 5:16meaning now words simple though they are
- 5:20convey a number of
- 5:22advantages uh for one because human
- 5:24memory is capacious there are a large
- 5:26number of Concepts that we can express
- 5:28with words it's been estimated that a
- 5:30typical high school graduate can uh has
- 5:34acquired on the order of 60,000 Words
- 5:37which works out to a rate of learning
- 5:40words of one every two waking hours
- 5:43starting at the age of one also the
- 5:46brain is well equipped to produce and
- 5:49understand words it takes less than a
- 5:50quarter of a second for the brain to uh
- 5:53come up with the meaning behind a word
- 5:56after hearing it or and also less than a
- 5:58quarter of a second uh given the thought
- 6:00to recover the information on how to
- 6:03pronounce it on the other hand there are
- 6:05some disadvantages to words you're stuck
- 6:08with a finite number of predetermined
- 6:10Concepts those for which your language
- 6:13already has uh sound meaning pairings
- 6:17and words are slaves to memory everyone
- 6:20has to have memorized a word for it to
- 6:22be useful if you're the only one who
- 6:23knows a word you may as well not know it
- 6:25at all that brings me to the second
- 6:28trick behind language combinatorial
- 6:30grammar what vilhelm Von humble called
- 6:33the infinite use of finite media the
- 6:36ability
- 6:37to uh produce strings of words in which
- 6:40the meaning of the string can be
- 6:42computed from the meanings of the
- 6:44individual words and the way that
- 6:46they're combined in order for a speaker
- 6:49and a hearer to uh convey information by
- 6:53ordering words they both have to share
- 6:55some kind of mental algorithm or recipe
- 6:58or software that uh captures this
- 7:01information and that's what uh linguists
- 7:03call a grammar again in simplified form
- 7:06a couple of rules of grammar that we use
- 7:09to express our thoughts are these a uh
- 7:12sentence is composed of a noun phrase in
- 7:15English followed by a verb phrase that
- 7:17is the subject followed by the predicate
- 7:19the verb phrase consists of a verb
- 7:21followed by a noun phrase the object
- 7:23followed by a uh sentence the compliment
- 7:27the power of rules comes from the fact
- 7:29that they're built out of symbols so for
- 7:31example the verb phrase symbol that's
- 7:34the name for the right hand rule is also
- 7:38listed in the leftand rule so that uh
- 7:41one can be inserted inside the
- 7:44other since the words as well bear
- 7:47symbols indicating how they can be
- 7:49slaughtered into sentences we have a way
- 7:52of uh with a finite set of rules of
- 7:54generating brand new structures on the
- 7:57fly now among the advantages of
- 8:00combinatorial grammar are that by
- 8:02combining symbols new ideas can be
- 8:05expressed there's a cliche in journalism
- 8:07that when a dog bites a man that isn't
- 8:09news but when a man bites a dog that is
- 8:12news the beauty of grammar is that it
- 8:14allows us to convey news by rearranging
- 8:18words in new
- 8:19orders also because grammar is couched
- 8:23in abstract symbols like noun and verb
- 8:26the same rule that allows us to convey
- 8:29uh dog bites man can also allow us to
- 8:31convey uh a big bang creates the
- 8:34universe or any other combination of
- 8:37ideas in any combinatorial system the
- 8:40number of combinations grows
- 8:42exponentially with the length of the
- 8:44sentence so if there are say 10,000
- 8:47nouns with which to begin a sentence and
- 8:494,000 verbs with which to continue it
- 8:52you already have 40 million uh ways of
- 8:55beginning a sentence and you're only two
- 8:57words into it and the number EXP
- 8:59explodes from there the psychologist
- 9:01George Miller once estimated that a
- 9:04person is capable of producing or
- 9:06understanding 100 million trillion
- 9:09different sentences 20 words long or
- 9:11shorter as uh the late Carl Sean might
- 9:14have said billions and billions of
- 9:18sentences also there's a sense in which
- 9:21the number of thoughts that we can
- 9:22express through language is not just
- 9:24humongous but it is technically infinite
- 9:27thanks to a trick of language called
- 9:30recursion recall that a uh sentence can
- 9:34contain a verb phrase and a verb phrase
- 9:37can contain a sentence that means that
- 9:39you can insert a sentence inside a
- 9:42sentence and a sentence inside a
- 9:43sentence inside a sentence therefore
- 9:46generating sentences of any length and
- 9:48hence an infinite number of sentences
- 9:50there is no longest sentence in
- 9:53principle now it turns out that this is
- 9:55not a banal uh observation because there
- 9:58has been a claim that there is a longest
- 10:01sentence in English where would you find
- 10:03such a claim well where else the
- 10:05Guinness Book of World Records world's
- 10:07longest sentence you could look it up
- 10:09it's 1,300 words long it comes from a
- 10:12novel by William Falkner which should
- 10:15come as no surprise to those of you
- 10:16who've read the novels of William
- 10:18Falkner uh I won't reproduce the
- 10:20sentence in its entirety but here's the
- 10:22way it begins they both bore it as
- 10:24though in deliberate flagellant
- 10:26exaltation and it runs on from there
- 10:30however I have an announcement to make
- 10:32this evening this is not in fact the
- 10:34world's longest sentence and I've been
- 10:37tempted to attain immortality in
- 10:39Guinness by submitting the following
- 10:41recordbreaker faler wrote they both
- 10:44bored as though in deliberate flatulent
- 10:48exaltation but then I realized that this
- 10:50would not be immortality after all but
- 10:52only the proverbial 15 minutes of fame
- 10:55because any one of you could then submit
- 10:57Guinness noted that f wrote they both
- 10:59bore it Pinker mentioned that Guinness
- 11:01noted that Falon wrote who cares that
- 11:03Pinker mentioned that Guinness noted
- 11:04that Falon wrote dot dot dot well
- 11:08grammar is a wonderful thing uh allowing
- 11:10us to convey an infinite number of
- 11:12Thoughts by rearranging a finite number
- 11:14of words are there any disadvantages to
- 11:17grammar well in fact there are and
- 11:19they're best appreciated by trying to
- 11:22imagine what a language would look like
- 11:24if it had nothing but grammar no words
- 11:28well we don't have to imagine it it's
- 11:29been imagined for us because in the uh
- 11:3316th and 17th and 18th century there
- 11:35were a number of proposals for perfect
- 11:38languages that would do away with this
- 11:41ugly process of wrote memorizing
- 11:45thousands of arbitrary sound meaning
- 11:47pairings which were considered an
- 11:49affront to Enlightenment sensibilities
- 11:52of rational design the most famous is
- 11:55the analytical language of John Wilkins
- 11:58the subject of a wonderful essay by
- 11:59Jorge Luis bores and also of a book by
- 12:03Umberto Eko in search of the perfect
- 12:05language Wilkins wrote we should by
- 12:07learning the names of things be
- 12:09instructed likewise in their natures and
- 12:12here's in uh brief how a system worked
- 12:15Zita in his artificial language meant
- 12:18dog but you didn't have to memorize that
- 12:21you could deduce it
- 12:23because Wilkins divided the universe
- 12:26into 40 ontological categories and
- 12:29assigned each one of them a sound so Z
- 12:32for example stood for animal I for
- 12:35quadrip t for rapacious terrestrial
- 12:37European canine and then a pinpointed
- 12:40the species similarly deba is a portion
- 12:44of the first terrestrial element uh AKA
- 12:48flame and Koba is consanguinous relation
- 12:51of direct ascendant uh to it father now
- 12:55needless to say this scheme did not
- 12:57catch on and here we are are centuries
- 13:00later still memorizing arbitrary words
- 13:04every two hours of our waking lives and
- 13:07it's easy to see why it didn't catch on
- 13:09for one thing you need complex mental
- 13:12computation for every word every time
- 13:15someone opens his mouth and blurts out a
- 13:16word you've got to play a game of 20
- 13:18questions to figure out what he's
- 13:20talking about and also the combinatorial
- 13:23power is overkill for most everyday
- 13:26Concepts we generally don't have to talk
- 13:28about a portion of a father or a fire
- 13:31with four legs and so a scheme that gave
- 13:34us the ability to do that is really more
- 13:37combinatorial power than we need it
- 13:40suggests that the basic design of human
- 13:42language tries to take advantage of the
- 13:45strengths of both uh tricks we have
- 13:48words for common entities for the dogs
- 13:52and ducks and men for which the
- 13:54psychological mechanism is memory and we
- 13:57have grammatical rules for novel
- 13:59combinations of entities for men biting
- 14:02dogs and big bangs creating universes
- 14:05for which the mental mechanism is some
- 14:07kind of online
- 14:08computation now how would you test an
- 14:11idea like this well ideally you should
- 14:13find a case in which words and rules
- 14:15express the same ideas but would still
- 14:18be psychologically and perhaps even
- 14:20neurologically
- 14:22distinguishable the point of words and
- 14:23rules is that we do have such a test
- 14:26case they're what we uh remember with
- 14:29Dread as regular and irregular forms
- 14:32just a little brush up uh regular verbs
- 14:35uh are uh verbs like walk walked jog
- 14:39jogged kiss kissed words that form their
- 14:41past tense in uh predictable ways for
- 14:44verb after verb all you have to do is
- 14:47add uh Ed and you have the past tense
- 14:49form the regular verbs are open-ended
- 14:52there are thousands of existing regular
- 14:54verbs in English and new ones are being
- 14:56added to the language all the time when
- 14:59the verb to facts came into common
- 15:00parlament about 15 years ago you didn't
- 15:03have to run to the dictionary to look up
- 15:05its past tense form you could figure out
- 15:07that it was faxed likewise when uh we
- 15:10first learned spam snarf M mosh and dis
- 15:13we knew that the past tenses were
- 15:15spammed snarfed munged moshed and
- 15:18dissed even uh children can do this if
- 15:21you bring a 5-year-old child into a lab
- 15:24and say uh here is a man who knows how
- 15:26to wug uh the child will easily say
- 15:30yesterday he wagged a form that they
- 15:32couldn't have memorized as a word
- 15:35because the experimenter had made it up
- 15:37beforehand but uh proof that children
- 15:40can uh extend the pattern to novel verbs
- 15:44and there's a sense in which all
- 15:46children show off this kind of
- 15:48creativity because children go through a
- 15:50a stage in which they make errors like
- 15:53ComEd and bringed and holded uh which
- 15:56they also couldn't have memorized
- 15:58directly from their parents but must
- 15:59have created in their own minds this
- 16:02brings me to the second kind of verb in
- 16:04English the irregular
- 16:07verbs verbs like bring brought hit hit
- 16:10go went Sing sang sleep slept make made
- 16:13ring rang fly flu which contrast with
- 16:16the regulars in just about every way uh
- 16:19in contrast to the monotonous
- 16:21predictability of the Irregulars verb
- 16:23after verb forming its past tense in the
- 16:25same way the Irregulars are quirky and
- 16:28ID syncratic the past of syn is sank but
- 16:31the past of cling is not clang but clung
- 16:34the past of think is neither than nor
- 16:36thunk but thought and the past of blink
- 16:39is not blank or blunk or blot but is
- 16:42regular
- 16:43blinked also it's a closed class there
- 16:46are about 165 uh irregular verbs in uh
- 16:49English and there haven't been any
- 16:51recent new ones well this leads to a
- 16:53simple theory that irregular forms are
- 16:56words that we learn in the same way that
- 16:57we learn uh Dog and Duck and man and so
- 17:01on uh in this case though one of the
- 17:03words that we learn brought is the past
- 17:05tense of another one and so that the two
- 17:07are connected but are otherwise separate
- 17:10entries in memory corresponding to
- 17:12separate words regular forms on the
- 17:14other hand don't have to be stored
- 17:16because they can be generated whenever
- 17:18you need them by a rule a rule exactly
- 17:22analogous to the ones that form
- 17:24sentences out of subjects and predicates
- 17:26and so on also their interaction is
- 17:28straightforward if a word can provide
- 17:30its own past tense form for memory the
- 17:32rule is blocked that's why we adults
- 17:34don't say things like bringed and hold
- 17:36it and go elsewhere or by default the
- 17:39rule applies that's why both children
- 17:42and adults uh can create a past tense
- 17:47form even if they don't have one in
- 17:48memory and that's how come we can say
- 17:50things like wagged and faxed and spammed
- 17:52and mosed and dissed well I could end
- 17:55the talk here and words and rules would
- 17:58end after chapter 1 uh were it not for a
- 18:01complication to this neat dichotomy and
- 18:04that is that the irregular verbs are
- 18:06shot through with patterns you find
- 18:08families of similar words like keep kept
- 18:11sleep slept feel felt dream dreamt wear
- 18:14War bear bore tear tour swear swore
- 18:16string strung swing swung sting stung
- 18:18fling
- 18:19flung also these patterns are not just
- 18:23inert redundancies in memory but they
- 18:26are occasionally generalized by Flesh
- 18:28and Blood uh speakers of the language
- 18:31every once in a while children will come
- 18:34out with an error like brang as the past
- 18:36of bring or uh bite boat wipe in the
- 18:40history of the language every once in a
- 18:43while one of these Innovative forms will
- 18:44gain a tow hold and uh stay in the
- 18:47language thereafter quit and caught for
- 18:50example are only a couple of hundred
- 18:52years old Jane Austin used quitted and
- 18:55George Washington wrote catched and uh
- 18:57the most recent irregular snuck sneaked
- 19:00into the language only about a 100 years
- 19:02ago and is now pretty unexceptionable
- 19:06among people under the age of 40 uh but
- 19:08uh still sounds uh weird and new to
- 19:11people over the age of
- 19:1440 this is especially obvious when you
- 19:16compare dialects of English which have
- 19:18uh preserved their separate patterns of
- 19:20Innovations in various rural American
- 19:23and British dialects you find forms like
- 19:25climb Clum uh drag drug or one that was
- 19:28used by President Clinton a couple of
- 19:30months ago he swole up and
- 19:33died and um honest he really said it uh
- 19:38and as a psychologist I've been trained
- 19:40not to accept anything as a fact until
- 19:42it's been tested in the lab on either
- 19:44rats or sophomores now to to my
- 19:48knowledge no one has studied irregular
- 19:49verbs in rats but if you bring
- 19:51sophomores into the lab and you say what
- 19:53is the past tense of to spling then
- 19:56about 80% of them will say Spang or or
- 19:58spung now this process was brought to a
- 20:01high art by the linguist and uh baseball
- 20:04pitcher and radio announcer Dizzy Dean
- 20:07who once uh gave the following play
- 20:09byplay the pitcher wound up and flang
- 20:12the ball at the batter the batter Swang
- 20:14and missed the pitcher flanged the ball
- 20:17again and this time the batter connected
- 20:18he hit a high fly right to the center
- 20:20fielder the center fielder was all set
- 20:22to catch the ball but at the last minute
- 20:24his eyes were blowned by the Sun and he
- 20:26dropped
- 20:27it
- 20:28so how do we account for the Dizzy Dean
- 20:31that's present in all of us well there
- 20:33have been two alternative theories Each
- 20:36of which tries to take one of these two
- 20:39tricks words or rules and stretch it to
- 20:42account for the other uh phenomenon
- 20:45according to the theory of generative
- 20:47phenology from the linguists Noom
- 20:49Chomsky and Morris Holly rules rule not
- 20:53only do you have a rule for the regular
- 20:55past tense aded but there is a family of
- 20:58rules that fiddle with vowels and
- 21:00consonants such as changing an i to a
- 21:03for cling
- 21:05clung
- 21:06the problem with the theory is how you
- 21:09target the right verbs how do you get
- 21:12the say an rule to apply to string sting
- 21:15and fling but not to apply to wish
- 21:19giving wash or FIB giving fub or fish
- 21:22giving fush and so on there are two ways
- 21:25in which you might do it and both of
- 21:26them are problematic you could stipulate
- 21:29them in a list which is what uh Chomsky
- 21:31and Holly did say that the rule changing
- 21:33it a applies to these 17 verbs in these
- 21:3717 verbs alone but then it's a an
- 21:40unexplained coincidence why the words in
- 21:43the list are so similar why you have
- 21:45string and sting and fling and not say
- 21:48FIB or uh wish on the other hand if you
- 21:51try to find the common pattern distill
- 21:54it out and append it as a condition to
- 21:56the rule such as
- 21:58consonant consonant the I vowel and then
- 22:01the um NG or sound the V or nasal it
- 22:05doesn't work it fail makes mistakes both
- 22:08of omission and commission it falsely
- 22:11includes bring whose past is not uh
- 22:13brung but brought and spring whose past
- 22:15is not sprung but sprang and it excludes
- 22:19stick which should be in because its
- 22:21past is stuck but doesn't uh fit the
- 22:24pattern with the sound at the end and
- 22:26also fails to include spin which really
- 22:29ought to be in there but also misses the
- 22:31condition of the rule by a whisker well
- 22:34this leads to something completely
- 22:36different the theory of artificial
- 22:38neural networks or connectionism uh
- 22:41proposed by David rumelhart and James
- 22:43mcland and 25 successor models According
- 22:46to which there are no rules they're just
- 22:49analogies from memory if you beef up
- 22:52memory in a certain way in particular in
- 22:55a pattern associator memory a kind of
- 22:58neural network you link sounds to sounds
- 23:01instead of linking words to words so in
- 23:04this kind of memory you've got a set of
- 23:07uh units Each of which stands for a bit
- 23:10of sound in the verb another set of
- 23:12units Each of which stands for a bit of
- 23:14sound in the past tense form every input
- 23:17is connected to every output the memory
- 23:19is trained by giving it walk walked and
- 23:22bring brought and Sing sang and play
- 23:25played and so on it forms associations
- 23:27between between sounds in the verb and
- 23:29sounds in its past tense such as in to
- 23:32Ang or o to O it superimposes these
- 23:36patterns across different verbs and
- 23:38therefore it can generalize to new verbs
- 23:41be if they overlap in sound with old
- 23:44verbs the reason that it does that is
- 23:46that similar words literally share
- 23:49representational real estate so anything
- 23:51connected to a sound from one word is
- 23:53automatically connected to that same
- 23:55sound for all similar words
- 23:58the problem with this theory is
- 24:00generalizing
- 24:02properly pattern associators generalize
- 24:04to new words that are similar to Old
- 24:06words and that that works pretty well
- 24:08for irregular patterns where people do
- 24:10the same thing both people and a pattern
- 24:13associator will Having learned that the
- 24:15past of cling is clung will generalize
- 24:18that the past of spling is spung it also
- 24:21works for the regular pattern if the new
- 24:24word is similar to Old regular verbs so
- 24:27for example if you um test people and a
- 24:31pattern Associated Mo model on a novel
- 24:33verb like tolip well that sounds a lot
- 24:36like clip flip trip slip strip nip Whip
- 24:39and so on and so the model like people
- 24:42can generalize to clipped the problem is
- 24:45it doesn't work with new words that are
- 24:47not similar to Old words such as to
- 24:49plump which doesn't rhyme with anything
- 24:51in English in fact it's kind of violates
- 24:54the sound pattern of English here though
- 24:56people can generalize the regular
- 24:58pattern to any new verb regardless of
- 25:00its sound but pattern associators can't
- 25:03do it if you compare them you find for
- 25:05example that people will say the past of
- 25:07plump is plumped but the best that the
- 25:09model could come up with was bro
- 25:11likewise uh people say trilled the model
- 25:14comes up with tree LT people uh say
- 25:17smeed the model came up with Leaf log
- 25:20people come up with friled the model
- 25:22came up with freezel uh and the reason
- 25:24is instructive that the a pattern of
- 25:27associator memory lacks the simple
- 25:29computational device known as a symbol
- 25:32or a variable like an x in algebra or
- 25:35verb in grammar it doesn't have
- 25:38something that can embrace all verbs
- 25:40regardless of its sound but instead it
- 25:42forms associations to the individual
- 25:44sounds if a new verb comes along that
- 25:47doesn't share any sounds with the ones
- 25:49in the training set the best that the
- 25:51model can do is cough up a hairball of
- 25:53bits and pieces that are the closest
- 25:55things it's Associated to the sounds
- 25:57that that are in the new uh word well
- 26:00this leads to a um modification of the
- 26:03words and rules theory that takes into
- 26:06account what these two systems are good
- 26:08and bad at um I will continue to argue
- 26:11that Irregulars are words stored in
- 26:13memory but here's the twist that memory
- 26:16is not a list of slots that's just not
- 26:18the way human memory works but is partly
- 26:21associative much like a artificial
- 26:24neural network pattern associator memory
- 26:27namely we connect sounds to sounds as
- 26:30well as words to words and that explains
- 26:33why people generalize irregular patterns
- 26:35to similar words as in Dizzy Dean and
- 26:38spling
- 26:39spung on the other hand I'll also argue
- 26:41that we still need a rule for the
- 26:43regulars and that explains how people
- 26:45can generalize the regular pattern to
- 26:47any word whether it's similar or
- 26:49dissimilar familiar or
- 26:51unfamiliar the prediction is that people
- 26:54uh can apply the regular pattern
- 26:56whenever memory fail fails for any
- 26:58reason that memory fails and this simple
- 27:00prediction helps to explain a wide
- 27:03variety of facts about language and
- 27:06people such as where regular and
- 27:08irregular forms came from the logic
- 27:11behind apparent grammatical quirks the
- 27:13use and misuse of Rules by children
- 27:16where language resides in the brain and
- 27:18how and why languages differ let me
- 27:21begin with where regular forms come from
- 27:24um a lot of information can be found
- 27:26simply in these statistical structure of
- 27:28the English language as we find it today
- 27:31um here's a top 10 list top 10 verbs in
- 27:35English in order of frequency that is
- 27:37number of occurrences in a million words
- 27:39of text B have do say make go take come
- 27:47see get notice that all 10 of these are
- 27:51irregular B was have had do did say said
- 27:54make made go went take took come came
- 27:56seesaw get got
- 27:58now there can't be a bottom 10 list uh
- 28:00for a frequency in the language because
- 28:03there's a 788 way tie for last place
- 28:07last place being one in a million which
- 28:09is the lowest frequency that you can
- 28:11measure in a million word Corpus but
- 28:13I'll give you the first 10 words from
- 28:15that list in alphabetical order here
- 28:18they are aate abbreviate aore ablate a
- 28:21bridge abgate a climatize acculturate ad
- 28:25miix adulterate notice that all 10 are
- 28:28regular Abate abated abbreviate
- 28:30abbreviated abore abort and so on
- 28:33there's a massive correlation in English
- 28:35and all other languages between
- 28:37frequency and irregularity the irregular
- 28:40words are the most commonly used and
- 28:42there's a simple explanation irregular
- 28:45forms depend on memory because they're
- 28:47idiosyncratic and have to be
- 28:48individually learned memory depends on
- 28:51frequency the more often you hear
- 28:53something the easier it is to remember
- 28:55if a word declines in popular ity uh it
- 28:58may not be uniformly memorized by a
- 29:01generation of children uh when it when
- 29:04the they aren't uniformly memorized the
- 29:06speakers will default to the regular Ed
- 29:08converting a verb from irregular to
- 29:10regular for them and for all subsequent
- 29:14generations and in fact we can see this
- 29:16in the history of the language in Old
- 29:18English and Middle English there were
- 29:20about twice as many irregular verbs as
- 29:22we find today if Cher were here right
- 29:25now for example he would tell you that
- 29:27the past of to cleave is clove likewise
- 29:30abide Abode chai chid cow crew gripe
- 29:34grope R Ro uh and so on the common ones
- 29:38in Cher's time have stayed irregular to
- 29:40the present day the rarer ones have
- 29:43defected to the regular side you can
- 29:46even feel that force of History acting
- 29:48today because the remaining infrequent
- 29:51Irregulars are already starting to sound
- 29:53a bit strange as if they're slipping out
- 29:55of the language complete this sequence
- 29:58for example I stride I stroe I
- 30:01have STD uh I guess STD but it doesn't
- 30:05sound completely natural similarly Smite
- 30:08SM slay slooh bid bade forsake forsook
- 30:12have a kind of stilted or uh stuffy or
- 30:15rusher sha feel to them something that
- 30:17you recognize from writing but that you
- 30:19wouldn't use in everyday conversation
- 30:22and you can predict that in a 100 years
- 30:24these will have gone the way of uh abode
- 30:27and roow and clove and so on in contrast
- 30:31low frequency regulars always sound fine
- 30:34if I ask you to complete this sequence I
- 30:36abgate I abgate I have abreg there's no
- 30:40problem uh because even though the
- 30:43frequency of abreg is the same as the
- 30:45frequency of Strode and
- 30:48slooh now you might say um okay well
- 30:51granted uh I don't use smote all the
- 30:54time but it's not as if I use the verb
- 30:56to Smite in uh every conversation either
- 30:59but the theory predicts that an
- 31:00irregular can be um an infrequent
- 31:03irregular can sound strange even when
- 31:05the verb itself is familiar which is
- 31:08what you would expect if in an irregular
- 31:10the verb and its past tense form are
- 31:13separate entries in memory one of which
- 31:15can be strong while the other one is
- 31:17weak take for example the the verb to
- 31:20forego which is reasonably uh common
- 31:24especially in sarcastic expressions like
- 31:26uh to for go the pleasure of as in the
- 31:28following sentence you'll excuse me if I
- 31:31forgo the pleasure of watching the video
- 31:32of your wife giving
- 31:34birth and now if you take this
- 31:36expression and you force it into the
- 31:38past tense you get last night I for went
- 31:41the pleasure of watching herbs vacation
- 31:43slides which is rather peculiar
- 31:46similarly It's Perfectly Natural to say
- 31:48I don't know how she bears that guy but
- 31:51I don't know how she bore that guy is
- 31:53almost
- 31:55unintelligible you might say I dig the
- 31:57doors man but you probably wouldn't say
- 31:59in the 60s your mother and I dug the
- 32:01doors son uh and here's an example that
- 32:04I recently clipped out of the newspaper
- 32:06from the comic strip called zits there
- 32:08two teenagers one says to the other this
- 32:10week totally bit bit okay this week
- 32:15bited that can't be right either this
- 32:17week has totally bitten almost not quite
- 32:21back on Monday I didn't know this week
- 32:23was going to bite so bad I hate
- 32:25conjugating irregular vulgarity
- 32:29note however that there's no problem
- 32:31conjugating regular vulgarities if the
- 32:33teenager said this week totally sucked
- 32:36then there would be no comic strip
- 32:38because there's no problem with the past
- 32:39tense form and the straightforward uh oh
- 32:43and um likewise if you choose other
- 32:46regular verbs that are common in the
- 32:49present tense but rare in the past tense
- 32:52um they're still perfectly fine I don't
- 32:53know how she copes with him I don't know
- 32:55how she coped with him no no problem she
- 32:58doesn't suffer fools gladly a uh cliche
- 33:01or an idiom none of them ever suffered
- 33:03fools gladly uh no problem again the
- 33:06explanation is that with irregular forms
- 33:08you've got two different entries in
- 33:10memory which can part company in terms
- 33:12of their familiarity one of them can be
- 33:15strong while the other one is faint
- 33:18whereas for an irregular you don't have
- 33:20to store a separate past tense form you
- 33:22just create it whenever you need it and
- 33:24so the past tense form inherits whatever
- 33:26sense of familiarity or unfamiliarity
- 33:30had accured to the verb itself well
- 33:33that's if that's a an explanation of how
- 33:35we tend to get regulars where do the
- 33:37Irregulars come from the general answer
- 33:40is that irregular forms are the fossils
- 33:42of dead rules Now by symmetrical logic
- 33:46if uh irregular forms depend on memory
- 33:50and are uh vulnerable in those
- 33:52circumstances in which memory is fragile
- 33:55then if regular forms depend on rule on
- 33:57a rule they should be vulnerable
- 33:59whenever a rule is fragile and a rule
- 34:02can be fragile when they it becomes too
- 34:05complicated or obscure for a generation
- 34:07of children to figure out um and indeed
- 34:10most of our irregular vowel change
- 34:13patterns come from rules that were
- 34:15active in the minds of people who lived
- 34:175,500 years ago the uh Proto
- 34:21indo-europeans For Whom the past tense
- 34:23of s was uh s giving us sink sign today
- 34:27and likewise bear bore was a rule
- 34:30governed form in their language and now
- 34:32is memorized uh today well what causes
- 34:36such a transition why would a perfectly
- 34:38good rule die out let me give you an
- 34:40illustration from a more recent case and
- 34:42one that's a little bit easier to follow
- 34:45um in the Middle English period uh the
- 34:49past tense rule was alive and well but
- 34:51you got to keep in mind that in those
- 34:53days people were into phonetic spelling
- 34:55and the spelling of English words
- 34:57reflected their pronunciation much more
- 34:59than it does today so ke P was actually
- 35:03pronounced uh Cape with a long a sound
- 35:06uh and the rule that added Ed it was
- 35:09then spelled with a t but it's the same
- 35:11rule that we have today there was a
- 35:13second rule in the language a rule that
- 35:15would shorten the vowel whenever you
- 35:18glommed on some extra stuff at the end
- 35:20of a syllable so caped would then get
- 35:23shortened to kept there this is a common
- 35:26kind of rule in languages because a
- 35:28syllable is a unit of timing in speech
- 35:31if you add a whole bunch of extra junk
- 35:33to the end of a syllable you tend to
- 35:35shrink or compress the vowel to keep the
- 35:38syllable within one tick of the speech
- 35:41metronome and that's why we have
- 35:43families of forms generated by these old
- 35:45rules like sleep slept creep crept feel
- 35:47felt and mean meant and it applied
- 35:49across the language and that's why we
- 35:51have forms like sheep Shepherd Christ
- 35:53Christmas deep depth at 55 and so on but
- 35:57then something happened in the 15th
- 35:59century in a revolution called the Great
- 36:02Vowel Shift people started to scramble
- 36:04their pronunciation of the long vowels
- 36:07what used to be pronounced a was now e
- 36:10what used to be e was now I and so on
- 36:13the result was that two forms that used
- 36:15to be perfectly obviously related kep
- 36:19and kept no longer were related but had
- 36:22qualitatively different vowels e and e
- 36:27uh the shortening rule died because
- 36:29children could no longer figure out how
- 36:30to derive one from the other because now
- 36:32they were completely different in kind
- 36:35and how we know that is that new words
- 36:37that entered the language after the
- 36:39Great Vowel Shift no longer underwent
- 36:41shortening rule we have perfectly
- 36:44regular forms like peep peeped from 1460
- 36:47seep seeped from 1790 leaving at behind
- 36:51as fossils all of these forms that
- 36:53formerly were generated in a predictable
- 36:56Way by rule
- 36:58well this leads to a more general
- 36:59question of the nature of language which
- 37:02is why irregular words sometimes show up
- 37:05with regular forms a uh puzzle that has
- 37:08long preoccupied the various language
- 37:11mavens uh word Watchers verb ofor uh
- 37:15guardians of proper style and so on for
- 37:18example you might say all my daughter's
- 37:20friends are low lives you wouldn't say
- 37:23all my daughter's friends are low lives
- 37:25even though the ordinary irregular
- 37:27plural of life is lives one might say
- 37:30I'm sick of dealing with all the Mickey
- 37:31Mouses in this organization not the
- 37:34Mickey
- 37:35mice um in the 20 years since the Sony
- 37:38Walkman uh was introduced no one really
- 37:42feels comfortable uh with the plural
- 37:44Walkman and uh some people like the
- 37:46owner of this Electronics shop actually
- 37:49bent the regular plural Walkman into the
- 37:51tubing of a neon sign let me give you
- 37:55one other example of this class of
- 37:56puzzles that's illustrated by two little
- 37:59Leaguers who have a lot of time on their
- 38:01hands as they're sitting on the bench
- 38:03why is home plate called that when it
- 38:05doesn't even resemble a plate why do
- 38:07they call it a strike when you've
- 38:09actually missed the ball and haven't hit
- 38:10anything at all plus why does a baseball
- 38:13manager wear a uniform when he never
- 38:15plays and why do they say a batter flyed
- 38:18out instead of flew out indeed no mere
- 38:21mortal has ever flown out to center
- 38:25field well
- 38:27the first thing that this phenomenon
- 38:29shows is that sound alone can't be the
- 38:32input to the inflection process because
- 38:35the same sound can go in one end of the
- 38:37Box such as fly and come out the other
- 38:40other end of the Box either as flyed or
- 38:43flew depending on some extra input and
- 38:46the question is what is that extra input
- 38:50the most popular theory is the extra
- 38:52input is meaning that the problem with
- 38:54low life and Mickey Mouse and Walkman
- 38:57and fly fly out is that you've stretched
- 39:00the original meaning of a word and when
- 39:02you do you weaken the associations to
- 39:05any irregular form stored in memory and
- 39:07you switch over to the
- 39:09regular the um problem with a theory is
- 39:13that
- 39:14um not to put too fine a point on it but
- 39:17that it's wrong that 99% of the time in
- 39:21which you stretch a word's meaning The
- 39:24Irregular form comes along unscathed bed
- 39:27for example in metaphors uh where you
- 39:30obviously by definition stretch the
- 39:31meaning of a word you never by making a
- 39:35metaphor alone lose an irregular man men
- 39:38chess man Chessmen not chess man's
- 39:42similarly Straw Men snowmen saw teeth
- 39:45God's children and so on in idioms uh
- 39:48say to catch a cold is a considerable
- 39:50stretch of meaning from the ordinary
- 39:52sense of the word catch but nonetheless
- 39:54the past tense is not catch to cold but
- 39:56caught a cold despite that tenuous
- 39:58threat of meaning similarly we get cut a
- 40:01deal not cut it a deal took a leak
- 40:03bought the farm hit the fan blew them
- 40:04off came off well put out went nuts got
- 40:07a life had a cow literally hundreds and
- 40:09hundreds of them all of which are
- 40:11perfectly happy to bring their irregular
- 40:14form along the a better theory is that
- 40:17the missing input is grammatical
- 40:19structure now what does that mean well
- 40:21remember that the point of grammar is to
- 40:23allow people to compute the properties
- 40:25of a new word from the properties of old
- 40:27words in the way that they're arranged
- 40:30the problem with regularized Irregulars
- 40:32is that they have to opt out of this
- 40:34scheme they have a structure that
- 40:36doesn't allow information about an old
- 40:38word in memory to apply to the new word
- 40:41let me uh now explain what I meant by
- 40:44that here's how we ordinarily build
- 40:46words according to grammatical
- 40:48Rules start off for example with the uh
- 40:51ordinary verb uh to eat with its uh
- 40:55sound its meaning and its irregular past
- 40:58tense form We join it with a prefix over
- 41:01to get a new word overeat and the
- 41:03question is how do we know how to use
- 41:05the word overeat or in the notation what
- 41:08do we put up here in this slot based on
- 41:11everything that goes down here well the
- 41:13answer is easy
- 41:15the properties of the new word come from
- 41:18the properties of a special entity
- 41:21called the head which is the rightmost
- 41:24uh morphe inside the word and the
- 41:28information stored with the rightmost
- 41:30word percolates up along this pathway
- 41:32and it applies to the word as a whole so
- 41:35for example what is the part of speech
- 41:37of overeat what kind of word is it well
- 41:39it's a verb because eat is a verb and
- 41:41that information floats upstairs what's
- 41:44the meaning of overeat it's a kind of
- 41:46eating eating too much because the
- 41:48meaning of eat is e finally what's the
- 41:52past tense of ovat it's over eight
- 41:55because the past tense of eat is eight
- 41:57and that information percolates uh
- 41:59upwards let me walk you through another
- 42:01example start out with the ordinary noun
- 42:04uh man with its sound its meaning and
- 42:06its irregular plural men join it to the
- 42:09verb work to form a new word Workman how
- 42:12do we know how to use the word uh
- 42:14Workman well we get the information from
- 42:17the rightmost word inside it the head
- 42:19man and it transfers upstairs along the
- 42:22right hand Edge so a Workman is a noun
- 42:25because man is a noun the meaning of
- 42:28workman is a kind of man a man who works
- 42:32because the meaning of Manan is man and
- 42:34the plural of workman is workmen because
- 42:37the plural of man is men and that
- 42:39information uh gets transferred
- 42:42upstairs but some words can't be allowed
- 42:45to get their properties from their
- 42:47rightmost element if they're going to
- 42:48work the way the speaker wants them to
- 42:50work the usual pathway has to be blocked
- 42:55when it is blocked
- 42:57the any irregular form is trapped in
- 43:00memory and can't be passed upstairs to
- 43:03the whole word the regular rule steps in
- 43:06as the default okay and this explains
- 43:09all of the funny examples that I've
- 43:11mentioned so far plus many others let's
- 43:14start out with low lives the thing about
- 43:16low life is that
- 43:18it's not a kind of life the way a
- 43:22Workman is a kind of man or overeating
- 43:24is a kind of eating a low life is a kind
- 43:27of person namely a person who has or
- 43:30leads a low life so when you form it
- 43:34start out with the ordinary noun life
- 43:36join it to the adjective low to form low
- 43:38life how do you know how to use it well
- 43:41you can't apply the usual mechanism
- 43:44because then a low life would be a kind
- 43:46of life which is not what you want it to
- 43:47mean so you have to erect a barrier the
- 43:50irregular plural stored in memory with
- 43:53life has no way of bubbling up to the
- 43:56uh topmost node and so you default to
- 43:59the uh regular and you get low lives
- 44:01instead of low lives and that happens
- 44:04whenever you have a compound that works
- 44:06in this way a still life for example is
- 44:08also not a kind of life but a kind of
- 44:10painting and that's why we say still
- 44:12lives not still lives sabertooths not a
- 44:15kind of tooth but a kind of cat flat
- 44:19foot not a kind of foot but a h slang
- 44:21term for a policeman hence uh plural
- 44:24flat foots and that explains uh the
- 44:27Walkman uh which is not a kind of man in
- 44:30the way that a Workman is a kind of man
- 44:33incidentally the Sony Corporation has an
- 44:35official answer to the question of
- 44:36what's the correct plural of wman the
- 44:39answer is wman brand personal stereos uh
- 44:42in the interests of trademark protection
- 44:44they don't want the term to be uh
- 44:46pluralized uh which would imply that
- 44:48it's generic and hence usable by
- 44:51competitors um now Mickey Mouse is uh
- 44:55also has to opt out of the usual scheme
- 44:57because it's a noun based on a name or
- 45:00an eponym start out with the English
- 45:02word for mus musculus namely Mouse Walt
- 45:05Disney turned that noun into a name by
- 45:08concatenating it with the name Mickey
- 45:10then an ordinary slang that got
- 45:13converted back into a noun but this time
- 45:15a noun that refers to a fool or a
- 45:18simpleton uh the that means that the
- 45:20usual pathway has to be blocked once
- 45:23when Walt Disney turned a noun into a
- 45:25name because ordinarily nouns give rise
- 45:27to new nouns not to something completely
- 45:30different like a name and again it had
- 45:32to be erected when in ordinary slang the
- 45:35name was converted back into a noun
- 45:37because ordinarily new names uh old
- 45:39names give you new names with the
- 45:42pathway block there's no way for the
- 45:44irregular plural mice to travel upward
- 45:47and hence you default to the regular and
- 45:50get Mickey Mouses again this is quite
- 45:52General whenever you pluralize a name in
- 45:54Toronto a uh hockey player is called a
- 45:57maple leaf and when six of them skate
- 45:59onto the ice they are the Maple Leafs
- 46:01not the Maple Leaves Rena used to export
- 46:05a car called the elf and a bunch of them
- 46:07in a lot was not a horde of elves but a
- 46:10bunch of elves you might say Michael
- 46:12Keaton starred in the first two uh
- 46:14Batmans not the first two
- 46:16Batman and you might say we're having
- 46:19Julia Child and her husband over for
- 46:21dinner you know the Childs are really
- 46:23great Cooks not the children are really
- 46:25grape
- 46:27cooks and finally we get to flying out
- 46:30where here the principle is uh well
- 46:33explained in the following dialogue
- 46:35between uh Calvin and his toy tiger
- 46:38Hobbs uh Calvin says I like to verb
- 46:41words what I take nouns and adjectives
- 46:45and use them as verbs remember when
- 46:47access was a thing now it's something
- 46:49you do it got verbed verbing weirds
- 46:52language maybe we can event eventually
- 46:55make language a complete impediment to
- 46:58understanding now in fact verbing uh
- 47:00doesn't make language a complete
- 47:02impediment to understanding but follows
- 47:04the scheme I've explained uh perfectly
- 47:06um the thing about flying uh out in
- 47:09baseball is that it means to hit a fly
- 47:12it's a verb that comes from a noun start
- 47:15out with the regular verb fly to slip
- 47:18the sirly bonds of Earth and dance the
- 47:20sky on laughter silvered Wings in
- 47:22baseball that c converted into a noun a
- 47:25fly as in a Fly ball or a pop fly
- 47:28meaning a ball hit on a uh conspicuously
- 47:32parabolic trajectory that got converted
- 47:35back into a verb to make an out by
- 47:37hitting a fly and so we have a verb from
- 47:40a noun from a verb the ordinary pathway
- 47:43has to be blocked had to have been
- 47:45blocked when a fly was created because
- 47:48ordinary ver ordinarily verbs give rise
- 47:50to verbs not nouns had to be blocked a
- 47:52second time when the noun got converted
- 47:54back into a verb because ordinarily
- 47:56nouns be nouns that means that flu and
- 48:00flown are trapped here in memory and
- 48:02have no way of percolating up and
- 48:04speakers default to the regular giving
- 48:07flly again that happens whenever you
- 48:09have a verb from a noun if Us in hockey
- 48:13someone uh decapitates an opposing
- 48:15player and is sent to the Penalty Box
- 48:17for 2 minutes for high sticking then we
- 48:20say that he High sticked the goalie not
- 48:22that he High stuck him because it comes
- 48:24from the noun a stick you'd say Ventura
- 48:26Grand standed to the audience played to
- 48:29the grandstand a noun not Grand stood
- 48:31and Powell ringed the city with
- 48:33artillery not rang or rung because this
- 48:36version of the verb uh to ring means to
- 48:38form a ring around again a noun has been
- 48:41verbed to give rise to it let me turn
- 48:45now to Childhood and to the phenomenon
- 48:46that I mentioned way at the beginning of
- 48:48the talk that's Illustrated in the
- 48:49following cartoon mommy dolly hitted me
- 48:53Dolly hit me you too boy she's in
- 48:56trouble uh this is the phenomenon of
- 48:59children
- 49:00overgeneralizing uh the Ed to forms that
- 49:03don't ordinarily take it to produce
- 49:05errors such as we holded the baby
- 49:07rabbits the alligator go klunk Horton
- 49:10here to who or my brother got sick and
- 49:13puked
- 49:14it now I think there's a simple
- 49:16explanation that children's memory
- 49:18retrieval is less reliable than adults
- 49:21not because children have a bad memory
- 49:23but because they haven't lived as long
- 49:25that's what being a child means if
- 49:28you're only 3 years old you haven't
- 49:29heard forms like uh hold held and come
- 49:32came as often as an adult in cases of
- 49:35where the child fails to retrieve an
- 49:37irregular because it's uncommon and the
- 49:40child has the rule the child applies the
- 49:42rule to The Irregular to fill the Gap
- 49:45resulting in an error like here or go
- 49:48what's the evidence well the evidence
- 49:51that weak memory is a factor comes from
- 49:53the discovery uh made by Gary Mar
- 49:56and uh uh myself that the less often a
- 49:59parent uses an irregular form the more
- 50:01often the child will make an error on it
- 50:03this was true of all 19 of the children
- 50:06that We examined evidence that the uh
- 50:09rule has been acquired and that that's a
- 50:11crucial factor is comes from the fact
- 50:14long known in child psychology that
- 50:16errors with the irregular forms don't
- 50:18appear right away that children go
- 50:20through a phase in which they don't
- 50:23produce these errors uh before they pop
- 50:25out with their first one here's an
- 50:27example from uh one boy where we have
- 50:30plotted the percent of irregular past
- 50:33tense forms that are correct that is
- 50:35what proportion are uh heard and came
- 50:38and went as opposed to heared and ComEd
- 50:40and goed each dot is a month and for
- 50:43eight months in a row this boy never
- 50:45produced an error before he came out
- 50:47with his first one shortly shortly
- 50:49before his third birthday at which point
- 50:51he continued to make them at a rate of
- 50:53about 5% for several years uh afterward
- 50:56well what happened at this point here
- 50:58why does a child wake up one morning and
- 51:00start to say uh Horton here to who um
- 51:03the answer comes from when you look at
- 51:05what the child was doing with the
- 51:06regular verbs in his vocabulary uh
- 51:09whether he was saying yesterday we walk
- 51:12uh or yesterday we walked and if you
- 51:15look at that you see that the boy goes
- 51:19through a transition from leaving the
- 51:21regular forms unmarked most of the time
- 51:23to supplying them more often the not
- 51:26that is going from saying yesterday we
- 51:28walked to yesterday we walked and the
- 51:30transition is exactly the point at which
- 51:32he makes his first error like ComEd and
- 51:35heared so this is in a sense a picture
- 51:38of a that catches the child in an act in
- 51:40the act of acquiring a rule before he
- 51:43had the rule when memory came up
- 51:45empty-handed and he couldn't retrieve
- 51:48the past tense of say break he had no
- 51:51choice but to say yesterday we break it
- 51:54after he has the rule then he it's
- 51:56possible to say yesterday we breaked it
- 51:59and so the graph shows the rule coming
- 52:01into existence both in the child
- 52:04applying it correctly where it does
- 52:06belong and applying it incorrectly where
- 52:08it doesn't belong let me switch now to a
- 52:11completely different kind of evidence uh
- 52:13cases where the word system or the rule
- 52:15system in the brain are directly damaged
- 52:18by disease or injury the prediction is
- 52:21that damage to memory for Words should
- 52:23hurt the Irregulars damage to the brain
- 52:27system for grammatical computation
- 52:29should hurt the regulars and uh Michael
- 52:32Alman and I looked at a uh set of
- 52:34neological patients and we began with
- 52:36patients with damage to the this part of
- 52:39the brain the uh left hemisphere uh on
- 52:42the side in the parasylvian area towards
- 52:46the rear which gives rise to a symptom
- 52:49called anomia typically where the
- 52:52patient has difficulty retrieving words
- 52:54they'll be unable to to name objects
- 52:56they will be um uh use a lot of generic
- 53:00words like thing and guy and stuff but
- 53:02nonetheless can be fluent and can speak
- 53:05in more or less grammatical sentences
- 53:08but without the words slotted in on time
- 53:11we found that irregular forms for this
- 53:13kind of patient were harder than
- 53:15regulars which is exactly what we would
- 53:16expect if Irregulars depend on word
- 53:18memory that the patients make a large
- 53:21number of Errors like children swimmed
- 53:23and breaked and and that they are
- 53:26pretty good at doing a wug test today I
- 53:28wug yesterday I waged uh because that
- 53:31does not depend on memory which is what
- 53:33is impaired we compared them with
- 53:35patients with damage to the front half
- 53:37of the brain in the same hemisphere
- 53:39where uh a stroke will often leave the
- 53:42patient with a symptom called a
- 53:44grammatis where the patient will have
- 53:46difficulty assembling words into
- 53:48sentences and uh speaking in fluent
- 53:52grammatical utterances often the
- 53:54patients will have less severe
- 53:56difficulty in coughing up individual
- 53:58words we found as predicted that this
- 54:00time the Irregulars are easier than
- 54:03regulars because the easier the
- 54:04Irregulars depend on word memory which
- 54:07is more preserved in these patients
- 54:09there were few or no regularization
- 54:12errors like swimmed which depend on the
- 54:14operation of a rule and they could not
- 54:16do a wag test uh which also depends on
- 54:18the operation of a rule we got a similar
- 54:21dissociation between Alzheimer's disease
- 54:24patients who of course have a severe
- 54:27impairment in memory often including
- 54:29memory for words and who therefore find
- 54:31irregular forms harder as compared to
- 54:34Parkinson's disease patients who have
- 54:36difficulty in planning and sequencing
- 54:38speech and therefore have more problems
- 54:41with regular verbs which depend on
- 54:43assembling things in real time well um
- 54:47before I conclude I just want to mention
- 54:49one possible confounding uh
- 54:51factor and that is that regular verbs
- 54:54are the majority in English um I
- 54:57mentioned briefly at the very beginning
- 54:59of the talk that English has uh
- 55:02thousands and thousands of regular verbs
- 55:04but only about 165
- 55:06Irregulars perhaps the regular pattern
- 55:09is generalized more freely just because
- 55:11it's most frequent not because it's
- 55:14computed by a separate system in the
- 55:16brain um in order to rule out that
- 55:20possibility you would need to find a
- 55:22language where a regular or default rule
- 55:25rule applies to a minority of forms now
- 55:28note that this at first might look like
- 55:30an oxymoron because when you learn a
- 55:32language often the teacher will simply
- 55:34equate the regular form with the one
- 55:37that's most common in the language but
- 55:40in the way that I've been using regular
- 55:42it doesn't apply to the statistics of
- 55:44words in the language but to a bit of
- 55:46psychology namely whatever operation the
- 55:49speaker applies when memory comes up
- 55:52empty-handed and so in theory there
- 55:55could be a language in which a regular
- 55:57rule only applied to a minority of forms
- 56:00the question is could such a language
- 56:02exist in reality could there be a
- 56:04language that's so malicious so Twisted
- 56:10so perverse that would actually Force
- 56:12its speakers to memorize by rote a
- 56:16majority of the conjugational and
- 56:18declensional forms in the language well
- 56:21I going to read you now a quote from an
- 56:23essay by Mark Twain
- 56:27called the horrors of the German
- 56:30language a person who has not studied
- 56:33German can form no idea of what a
- 56:34perplexing language it is one is one has
- 56:37washed about in it hither and thither in
- 56:39the most helpless way and when at last
- 56:41he thinks he has captured a rule which
- 56:43offers firm ground to take a rest on
- 56:45amid the general rage and turmoil of the
- 56:4810 parts of speech he turns over the
- 56:50page and reads let the people make
- 56:52careful note of the following exceptions
- 56:54he runs his eye down and finds there are
- 56:57more exceptions to the rule than
- 56:59instances of it perfect and indeed uh
- 57:03German has uh three kinds of participles
- 57:06that they it forces its Learners to cope
- 57:09with ones with a vowel change and en
- 57:11which are uh the vowel changes are
- 57:14unpredictable hence irregular ones with
- 57:17an unpredictable vowel change and T the
- 57:19so-called mixed verbs also irregular and
- 57:22finally participles that simply add the
- 57:24T which are regular the uh plural system
- 57:28is even more horrifying with eight kinds
- 57:31of plurals four different suffixes uh e
- 57:35r en and S some plurals that don't have
- 57:38a suffix and then just to keep Learners
- 57:39on their toes uh some of them can
- 57:42unpredictably change the vowel in the
- 57:44process called umlout um nonetheless
- 57:47this is what uh Gary Marcus and I call
- 57:50the exception that proves the rule
- 57:53because despite a huge difference in the
- 57:56statistics of English versus German Ed
- 57:59being uh applying to 86% of the top
- 58:03thousand verbs in English and only 45%
- 58:05of the top thousand verbs in German
- 58:08psychologically they behave in virtually
- 58:10the same way so we use the Ed for rare
- 58:14verbs like ablated where we couldn't
- 58:16have memorized the past tense form
- 58:18German speakers use T for rare verbs
- 58:21such as gtit where they couldn't have
- 58:22memorized the past tense form soldered
- 58:26we use it for weird verbs that uh can't
- 58:28be analogized from something similar in
- 58:30memory German speakers use it for weird
- 58:33verbs as in a g PL PL by the way is
- 58:36German for
- 58:40plum in English we verb things and when
- 58:43we do we use the Ed as in fed out in
- 58:46German you can also verb things and they
- 58:49use it for uh the T for verbs from nouns
- 58:52as in gous housed and English-speaking
- 58:55children say singed German speaking
- 58:58children say uh gasin the plural system
- 59:01offers an even more dramatic contrast uh
- 59:0599.6% of English nouns take s only 7% of
- 59:09German nouns take s nonetheless we have
- 59:12plumps they have plows we have the Julia
- 59:15Childs they have uh Thomas man and his
- 59:18wife uh Mrs man D Thomas mans not D
- 59:21Thomas
- 59:23Menor we enjoy
- 59:25uh films about the cape Crusader
- 59:27Batman's they enjoy films about uh The
- 59:31Alchemist F uh
- 59:34FS we import eles they export
- 59:38Cadets English-speaking children say
- 59:40men's germane speaking children say mans
- 59:43despite the fact that they've only heard
- 59:45a smattering of nouns with s on it this
- 59:48leads me to the final point which is why
- 59:51English and German are similar in
- 59:52grammar but different in number numbers
- 59:55and for that you need a mixture of
- 59:57history and
- 59:58psychology in protog Germanic the
- 1:00:01ancestor of English and German spoken
- 1:00:03more than 2,000 years ago a majority of
- 1:00:05verbs are what we would today call
- 1:00:08irregular but even then an ancestor of
- 1:00:11the Ed or t suffix was used to for words
- 1:00:14that were borrowed from other languages
- 1:00:16and hence had strange sounds and for
- 1:00:20derivations from other grammatical
- 1:00:22categories it just so happens that an
- 1:00:24English the major growth areas for verbs
- 1:00:27in the next couple of Millennia were
- 1:00:30loans from French because of 1066 and
- 1:00:33all that when William the Conqueror
- 1:00:35invaded and forced the French language
- 1:00:37on the British Isles for the next couple
- 1:00:39of centuries and Latin because of the
- 1:00:42influence of the church and later
- 1:00:44Renaissance Scholars I've estimated that
- 1:00:46about 60% of English verbs came into the
- 1:00:49language from French and Latin and also
- 1:00:52since we like to verb things uh we find
- 1:00:55that another 20% of our verbs were uh
- 1:00:58originally nouns or adjectives note that
- 1:01:01both kinds of verbs had to be regular
- 1:01:04according to the logic of grammar that
- 1:01:06I've been sketching out throughout this
- 1:01:07talk so it's not that a majority of
- 1:01:11verbs are regular and that pounds the
- 1:01:13regular pattern into people's heads
- 1:01:15leading them to use the regular as the
- 1:01:18default as the uh pattern associator
- 1:01:21Theory would have it but rather the
- 1:01:23history tells us that that's exactly
- 1:01:25backwards that instead speakers have
- 1:01:28been using the regular as the default
- 1:01:30literally for thousands of years and
- 1:01:32that's why the majority of verbs uh in
- 1:01:35English are regular it's because the
- 1:01:37regular rule got first dibs on almost
- 1:01:39all of the new arrivals of the last two
- 1:01:42Millennia so to sum up despite the
- 1:01:45identical function of regular and
- 1:01:46irregular forms just two ways of talking
- 1:01:49about something that happened in the
- 1:01:51past or more than one of something we
- 1:01:53find that people avoid Irregulars and
- 1:01:56apply the regular suffix in a variety of
- 1:01:58circumstances that have nothing in
- 1:02:00common except a failure of access to
- 1:02:02information in memory these include rare
- 1:02:06words like abrogated and chided
- 1:02:09difficult to analogize words like
- 1:02:11plumped and friled words with
- 1:02:13inaccessible Roots like low lifes and
- 1:02:15flyed out words poorly recalled by
- 1:02:17children as in break and holded and
- 1:02:19words poorly recalled by patients with
- 1:02:21disorders of word retrieval such as a IA
- 1:02:24and Alzheimer's
- 1:02:26disease it suggests that regular
- 1:02:28inflection is computed by a mental
- 1:02:30operation that does not need access to
- 1:02:33the contents of memory namely a symbol
- 1:02:35combination rule which can step in as
- 1:02:37the default rules therefore free us from
- 1:02:40the constraints of
- 1:02:42memory therefore I'd like to suggest
- 1:02:45that we've identified distinct mental
- 1:02:47mechanisms that implement the two
- 1:02:49principles of language responsible for
- 1:02:51its vast expressive power memory for the
- 1:02:54arbitrary sign underlying the word and
- 1:02:57symbol combination for the infinite use
- 1:02:59of finite media underlying grammatical
- 1:03:02rules thank you very
- 1:03:15much and are there any questions I think
- 1:03:18a microphone has been set up and I've
- 1:03:20been asked to ask you to uh step up to
- 1:03:23the microphone so so that everyone else
- 1:03:25can hear your
- 1:03:33question has anyone studied the
- 1:03:35different effects of the injury to two
- 1:03:38parts of the brain on people who speak
- 1:03:40German people who speak German
- 1:03:46um let's see my our collaborators in
- 1:03:49Germany Harold Clauson and Richard Visa
- 1:03:52are in the process of doing that um
- 1:03:54but I they have not published their
- 1:03:56results and I can't um I can't tell you
- 1:03:59what they found although it's an
- 1:04:01excellent question and that one would
- 1:04:03expect similar patterns that you find in
- 1:04:06English again despite the vast
- 1:04:08differences in the statistics so that's
- 1:04:10exactly the right kind of question to
- 1:04:12further test the theory and I only wish
- 1:04:14I could give you the
- 1:04:15answer yes thank you so with my limited
- 1:04:18thought process I'm trying to frame an
- 1:04:20intelligent question here um I was
- 1:04:23thinking oh it's a two-part question
- 1:04:25it's probably not even connected but
- 1:04:29number one is there any sense that you
- 1:04:30can extrapolate to all human speech and
- 1:04:34all the processes and all the languages
- 1:04:35because I was thinking for example about
- 1:04:38languages with inflections like Chinese
- 1:04:41but more to the point I was thinking of
- 1:04:44a
- 1:04:45language that maybe
- 1:04:47Works in a much simpler and more logical
- 1:04:50way Hebrew where n over 90% of the words
- 1:04:53are formed from trilet Roots where
- 1:04:55there's a limited number of conjugations
- 1:04:57where there are no tricks of spelling
- 1:04:59where you can conjugate out uh just
- 1:05:02using uh it's almost mathematical as you
- 1:05:05know yeah so I wonder if you'd comment
- 1:05:07on that yes and in fact I I recently
- 1:05:09published a paper with uh the um
- 1:05:12psychologist Iris barent applying these
- 1:05:14ideas to Hebrew and it works uh in a
- 1:05:17number of ways it works quite well um in
- 1:05:19particular uh while uh the English the
- 1:05:23Hebrew plural system again has some
- 1:05:25rules such as masculine uh nouns take IM
- 1:05:29uh feminine nouns take but there are a
- 1:05:32handful of exceptions and the exceptions
- 1:05:36therefore the Irregulars which have to
- 1:05:37be memorized behave very much like the
- 1:05:40English ones so for example uh if I can
- 1:05:42remember one of our um instances uh kir
- 1:05:46means wall and ordinarily uh you'd
- 1:05:49expect the um plural to be uh Kim but
- 1:05:54it's an irregular form in the plural is
- 1:05:56kirot however if I if I have the example
- 1:05:59right if there are any Hebrew speakers
- 1:06:00you can in the audience you can correct
- 1:06:01me but if you change it to say Mr and
- 1:06:05Mrs Kier you create turn the noun into a
- 1:06:08name now you refer to them as the Kim
- 1:06:12not the kirot uh likewise if you have
- 1:06:15the word now as a lone word from another
- 1:06:18language and you say you know the French
- 1:06:19they put creme Cassis into champagne and
- 1:06:22they call it a kir would you like a
- 1:06:24couple of them then Hebrew speakers
- 1:06:25again say a Kim exactly like the flly
- 1:06:28out in the low lives uh in English so
- 1:06:31despite the fact as you point out that
- 1:06:33there are that Hebrew has no well
- 1:06:36documented historical connection to
- 1:06:38English it's not a Germanic or even an
- 1:06:40Indo-European language despite the fact
- 1:06:43that you assemble words in Hebrew not by
- 1:06:45joining things end to end by but by
- 1:06:48sticking vowels inside of slots inside
- 1:06:51of uh Roots nonetheless the logic of
- 1:06:54regularity and irregularity seems to be
- 1:06:56quite comparable and the even nicer
- 1:06:58punchline is that um in Hebrew the facts
- 1:07:02that I mentioned about um how German has
- 1:07:05a very different statistical pattern to
- 1:07:07English but nonetheless obeys the same
- 1:07:09logic that is true to an even greater
- 1:07:12extent in Hebrew where a lot of the
- 1:07:14sound patterning that we see in English
- 1:07:16like ring rang Sing sang drink drank
- 1:07:19doesn't apply to Hebrew but nonetheless
- 1:07:22you get the same interaction between the
- 1:07:24rule governed in the memorized
- 1:07:27forms has anything that uh in in your
- 1:07:30studies caused you to uh form a view
- 1:07:33about the way we teach language to
- 1:07:35children and whether it's being taught
- 1:07:37properly um certainly nothing that I've
- 1:07:39talked about today would be directly
- 1:07:41applicable you you would certainly
- 1:07:43expect that um since there is some
- 1:07:46evidence that the ability to acquire
- 1:07:48language instinctively um declines with
- 1:07:50age particularly um in uh late childhood
- 1:07:54and early adulthood uh after puberty it
- 1:07:56becomes increasingly difficult to
- 1:07:58acquire the syntax and sound pattern of
- 1:08:01a foreign language uh effortlessly that
- 1:08:04a lot of what ordinary kids um have to
- 1:08:07do with irregular forms adults might
- 1:08:10even have to do with regular forms that
- 1:08:12is there's a lot more memorization of
- 1:08:15cases that are rule governed but when
- 1:08:17you're a child it's easier to discern
- 1:08:19the rule when you're an adult you might
- 1:08:22have to do a lot more uh memorizing and
- 1:08:25and um adults often will Mis memorize
- 1:08:28forms I have a colleague a distinguished
- 1:08:31professor at MIT born in Italy who uh
- 1:08:34consistently says uh he's choosing it uh
- 1:08:36for example an irregular form but not
- 1:08:38the right
- 1:08:42one I was wondering if you would um
- 1:08:45comment on also that some were many many
- 1:08:48sounds become multiple meanings and duck
- 1:08:50is a pretty good example that you were
- 1:08:51using at the beginning and how this
- 1:08:54comes about and then your mind has to
- 1:08:56separate out the appropriate one yeah
- 1:08:58this it it's true that the um most
- 1:09:01common words in a language tend to have
- 1:09:04multiple meanings if you look up a word
- 1:09:06like set in the dictionary there can be
- 1:09:09up to a 100 different meanings listed
- 1:09:11for it whereas a low lower Frequency
- 1:09:13Word like Matrix or triangulate might
- 1:09:16have only one or two meanings this is a
- 1:09:19one of the reasons that computer
- 1:09:21language understanding systems are still
- 1:09:22so primitive um that we apply our common
- 1:09:27sense to winnow out all of the
- 1:09:30inappropriate meanings whereas computers
- 1:09:32which are bereft of Common Sense uh will
- 1:09:36app literally not know which of the many
- 1:09:38meanings to uh to use fortunately um as
- 1:09:42I mentioned in this particular
- 1:09:44circumscribed domain meaning has a uh
- 1:09:47very narrow role in general when you
- 1:09:50only change the meaning of a word
- 1:09:53without changing ing its grammatical
- 1:09:54structure all of the Irregulars come
- 1:09:57along for the ride so of
- 1:10:00the 20 or however many uh definitions
- 1:10:04there are of set in the dictionary all
- 1:10:07120 of them are irregular today I set
- 1:10:10yesterday I set um the only case in
- 1:10:13which a meaning change interacts with
- 1:10:14anything that I've said is when the
- 1:10:16meaning change also changes the um
- 1:10:19grammatical structure such as a name to
- 1:10:21a noun a noun to a name a verb to a noun
- 1:10:24and so
- 1:10:25on yes uh with words that rhyme and have
- 1:10:31similar meanings like Dash crash
- 1:10:35smash whether it's a violent um is there
- 1:10:39anything you can say about those or
- 1:10:40there any rules or just whatever you
- 1:10:43could say yeah uh forms like automat PF
- 1:10:47like Dash crash smash uh and so on or
- 1:10:50phonetic symbolism sound symbolism cases
- 1:10:53where you're not actually talking about
- 1:10:55a noise but nonetheless there's
- 1:10:57something about the word that feels
- 1:10:59right G given what it means like flutter
- 1:11:03where flutter you can't hear something
- 1:11:06fluttering but nonetheless the motion of
- 1:11:09your tongue calls to mind the actual
- 1:11:11meaning or
- 1:11:12cantankerous um sneer snob snoody uh and
- 1:11:17so on uh listless lazy lethargic they're
- 1:11:22often these families of words
- 1:11:24first of all they are these families are
- 1:11:27counter examples to s's principle of the
- 1:11:30arbitrary sign because there's at least
- 1:11:32a little bit of the sound that isn't
- 1:11:35completely arbitrarily paired with the
- 1:11:37meaning um also these families tend not
- 1:11:40to be governed by a rule there isn't a
- 1:11:43rule in English that says if a word
- 1:11:44begins with SN then it refers to
- 1:11:48snobbishness or if it begins with uh L
- 1:11:51it refers to um
- 1:11:54low energy um it's more statistical and
- 1:11:57the generalizations are made in a uh
- 1:12:01probabilistic manner much like um spling
- 1:12:05Spang dizzy Deans blind blound and so on
- 1:12:08and so I suspect that the generalization
- 1:12:10of a sound to a word with a similar
- 1:12:13meaning uh might be due to the same
- 1:12:17property in memory that allows us to
- 1:12:19generalize from uh drink drank to spling
- 1:12:22Spang namely the fact that similar
- 1:12:24sounds literally overlap in the brain
- 1:12:27and that which is associated with One
- 1:12:28automatically transfers to the other the
- 1:12:30pattern associating property of
- 1:12:34memory do German children discern the
- 1:12:37rule from the speech they hear around
- 1:12:38them or are they taught it explicitly
- 1:12:40and if the first how do they discern it
- 1:12:42if there's not a statistical yeah basis
- 1:12:44for it um they must discern it obviously
- 1:12:46not explicitly by being taught um
- 1:12:50likewise as in in English children of
- 1:12:52that age aren't given given uh grammar
- 1:12:54lessons um we don't know for sure how
- 1:12:58children do it it can't really be
- 1:13:00statistically in the sense of sheer
- 1:13:02number of words that exemplify a pattern
- 1:13:04because in German the words the nouns
- 1:13:07with s are a minority nonetheless it's
- 1:13:10one of the two patterns that the German
- 1:13:12children are willing to generalize um we
- 1:13:16suspect that um it may be that children
- 1:13:18use the kinds of information that are a
- 1:13:20little bit similar to the ones that a
- 1:13:21linguist would use in deciding whether
- 1:13:24something is truly regular namely if
- 1:13:27you're a German speaking child trying to
- 1:13:29decide whether say s or e r is the uh
- 1:13:33regular a couple of the tip offs are the
- 1:13:36fact that s applies to weird sounding
- 1:13:38words like Hobby and outto um and
- 1:13:41therefore are unlikely to be stored
- 1:13:45together with the ending As Natural
- 1:13:47words in the language it applies to
- 1:13:49aatopia and if you recognize the sound
- 1:13:53in a word then it's got some extra stuff
- 1:13:55stock onto the end you can infer that
- 1:13:58that stuff was added to the word rather
- 1:14:00than being a part of the word um it
- 1:14:02could be due to words that are um uh
- 1:14:07heterogeneous in sound that all take the
- 1:14:10same ending and so uh that is evidence
- 1:14:14that that ending applies regardless of
- 1:14:16sound and our uh we uh Gary Marcus and I
- 1:14:20have looked at at least in the case of
- 1:14:21English what kind of words do children
- 1:14:24of that age have in their vocabulary do
- 1:14:27they have automa PE words do they have
- 1:14:30words with unusual sounds with po
- 1:14:32multiple syllables and so on and the
- 1:14:34answer is that they do so we don't know
- 1:14:37that children use the structure of words
- 1:14:39as evidence for an ending being applied
- 1:14:43by rule but if they're if they were
- 1:14:45equipped to do so the information would
- 1:14:48be there they wouldn't need Clairvoyance
- 1:14:50or ESP they could figure it out
- 1:14:56are some of the rules that you mentioned
- 1:14:58uh like the tendency to use regular
- 1:15:00endings for loaned words common to all
- 1:15:03languages or virtually all if so why are
- 1:15:06they for example in our genome these
- 1:15:09rules yeah um I I would say that that's
- 1:15:13kind of more or less true I wouldn't say
- 1:15:15it's exactly true but in General Lone
- 1:15:18word in in many languages in fact in all
- 1:15:21the languages that I've looked at and
- 1:15:23I've tried to sample ones that were from
- 1:15:25very historically and geographically
- 1:15:27unrelated language families a lone word
- 1:15:31from another language will take the
- 1:15:32regular ending a uh word converted from
- 1:15:36another category very often will take
- 1:15:38the regular ending U and and so on so
- 1:15:41the pattern that is the fact that it's
- 1:15:44true in eight languages doesn't mean it
- 1:15:46applies to all 6,000 languages but it's
- 1:15:49interesting that in languages as far
- 1:15:51flung as Hebrew Chinese um ninian
- 1:15:55languages this pattern more or less
- 1:15:57seems to hold and it wouldn't be
- 1:16:00directly coded in the genome in the
- 1:16:01sense that there'd be a a gene for the
- 1:16:03regular past tense but it could be that
- 1:16:06the way that the genome organizes the
- 1:16:10language system in the brain as the
- 1:16:11brain develops um gives rise to a
- 1:16:14certain kind of rooting diagram sort of
- 1:16:16the how the boxes and arrows are set up
- 1:16:19might be coded in the genome and it's a
- 1:16:22consequence of what information is fed
- 1:16:25into which process that gives rise to
- 1:16:28these quirks and phenomena for example
- 1:16:31the fact that the um Regular seems to be
- 1:16:35added kind of as the last step in the
- 1:16:38assembly line of building a word so that
- 1:16:40you build a word you add stuff you
- 1:16:42fiddle with it and when you're just done
- 1:16:45and ready to stick it into a sentence
- 1:16:46that's when the Ed or the S gets added
- 1:16:48on that kind of information processing
- 1:16:52architecture
- 1:16:53is what we're guessing is coded in the
- 1:16:55in the genome certainly nothing as
- 1:16:57specific as a particular suffix a
- 1:16:59particular rule a particular process in
- 1:17:01in the
- 1:17:06language there are no verb conjugations
- 1:17:09or plurals of verbs in Vietnamese and
- 1:17:11I'm wondering if that's highly unusual
- 1:17:13in the
- 1:17:14language um not necessarily um that in
- 1:17:18Vietnamese and Chinese as well there is
- 1:17:20no inflection and um the
- 1:17:25um and languages have a mixture of um
- 1:17:31Reliance on syntax as you have in
- 1:17:33English and Chinese where most of the
- 1:17:35action consists of stringing words
- 1:17:37together in phrases and Reliance on
- 1:17:40morphology or building words where most
- 1:17:42of the action consists of stringing
- 1:17:44together lots of prefixes and suffixes
- 1:17:46in a word English is mixed we have some
- 1:17:49inflection adding Ed adding s iing but
- 1:17:52we rely more on syntax the claim um of
- 1:17:56the the theory that I'm making today is
- 1:17:58that the what all languages do have is a
- 1:18:02storage mechanism and a combinatorial
- 1:18:05mechanism and that there's a close
- 1:18:07relationship between the combinatorial
- 1:18:09mechanism for words in phrases which is
- 1:18:12what Chinese goes crazy with and the
- 1:18:14mechanism for assembling prefixes and
- 1:18:17suffixes inside a word which is what a
- 1:18:19language like Latin or many African
- 1:18:22languages go crazy with uh but that
- 1:18:24these at the level of psychology and
- 1:18:26perhaps at the level of Neurology the
- 1:18:28main distinction is combinatorics versus
- 1:18:31storage and and uh retrieval is it odd
- 1:18:34though Vietnamese is written with
- 1:18:36letters that are similar to the English
- 1:18:38language and yet pronounced more like
- 1:18:40Chinese so there's sort of a contrast
- 1:18:42between which way the grammar develops
- 1:18:45in general it's an interesting point
- 1:18:47because it shows that the written form
- 1:18:48of the language is really more a matter
- 1:18:51of historical ACC accident than of the
- 1:18:54inherent logic of the language and
- 1:18:57writing systems are rare they're recent
- 1:19:01in history they tend to be um evolve a
- 1:19:05small number of times from very complex
- 1:19:07civilizations and then tinkered with and
- 1:19:09improved over hundreds of years um and
- 1:19:13they're in a sense psychologically very
- 1:19:14unnatural they're almost like the
- 1:19:16internal combustion engine or the you
- 1:19:19know the cotton gin their inventions and
- 1:19:21so it just so happens that Vietnamese
- 1:19:24didn't have an indigenous writing system
- 1:19:27very late in its history instead of
- 1:19:29going to the trouble of involving one
- 1:19:30from scratch it just applied readymade
- 1:19:33the Roman alphabet but it could have
- 1:19:35been cilic it could have been the
- 1:19:38Chinese characters which is what the
- 1:19:39Japanese uh began with it's kind of
- 1:19:42whatever was handy depending on which
- 1:19:45missionaries were around which
- 1:19:46conquerors which neighbors uh and so on
- 1:19:49but it there is doesn't necessarily have
- 1:19:51to be a match between the way the
- 1:19:53language works and whatever writing
- 1:19:55system you apply to it thank
- 1:19:58you you've mentioned the distinct
- 1:20:02mechanisms for the two different
- 1:20:05principles of language you've identified
- 1:20:07does that require still another
- 1:20:09mechanism to determine which of these
- 1:20:12two mechanisms to invoke yeah I very um
- 1:20:16indeed if you have two mechanisms you
- 1:20:17need something that coordinates them
- 1:20:19chooses selects or chooses which two
- 1:20:22utilize well basically um you don't need
- 1:20:26anything very complicated to choose
- 1:20:28between them as far as as we can see the
- 1:20:30idea which I mentioned very briefly and
- 1:20:32and didn't return to is that in general
- 1:20:35when you have something in memory it
- 1:20:37turns off the rule that would generate a
- 1:20:39corresponding form so if you come up
- 1:20:42with brought as the past tense of bring
- 1:20:44that turns off the aded process and so
- 1:20:48to coordinate these two basically you
- 1:20:51just need kind of a oneway inhibitory
- 1:20:54linkage as the memory system says I
- 1:20:56found something that sends a signal uh
- 1:20:59turning off the rule box to learn it and
- 1:21:03to decide where to store it and what
- 1:21:05mechanism to use is there still
- 1:21:09another mechanism behind that that is
- 1:21:12required um no I don't learning process
- 1:21:14itself um you decide what to invoke
- 1:21:17whether it will be a rule or before it
- 1:21:21will be either
- 1:21:24before it will be used either stored
- 1:21:28either at according to the rule or the
- 1:21:30word mechanism how would the brain
- 1:21:34decide which of these abilities to make
- 1:21:37use of in the learning process yeah no
- 1:21:40it's a good question and um as far as we
- 1:21:42can tell to begin with a child really
- 1:21:46has no choice but to memorize everything
- 1:21:47as if it's a word because the rules
- 1:21:50couldn't possibly be coded in the genome
- 1:21:52they they differ depending on what
- 1:21:54language you speak added to form the
- 1:21:57past tense is not something you could be
- 1:21:59born with so to begin with the idea is
- 1:22:02that kids memorize walked the same way
- 1:22:04they memorize uh uh BR or rang um and in
- 1:22:09fact we have evidence that that's the
- 1:22:11case that the that early on at the point
- 1:22:14I showed you in the graph before the
- 1:22:15child is generalizing the rule there
- 1:22:17seems to be very infrequent and sporadic
- 1:22:20use of regular forms like like played
- 1:22:23and walked
- 1:22:25and the uh the hunch is that the child
- 1:22:29juxtaposes individually memorized pairs
- 1:22:32like walk walked play played uh talk
- 1:22:35talked explain explained and so on
- 1:22:38notices that words come in two ever so
- 1:22:41slightly different forms is equipped
- 1:22:44with some kind of algorithm that doesn't
- 1:22:46just write it off as variety for the
- 1:22:49spice of life or you know oh Mom she
- 1:22:52sometimes sticks s's at the end for no
- 1:22:54possible reason um but rather looks for
- 1:22:57a rationale for systematic variation why
- 1:23:00is Mom sometimes adding s let me see
- 1:23:03what the difference is between when she
- 1:23:05says dog and when she says dogs aha
- 1:23:08there are a bunch of them now and the S
- 1:23:10is there therefore the S is used to
- 1:23:12indicate a bunch of that gets enshrined
- 1:23:16as a rule peeled off the individual
- 1:23:18words then it can be then the child can
- 1:23:21run a muck with it and apply it every
- 1:23:23which way that's the general
- 1:23:28idea can the process of applying the
- 1:23:31regular
- 1:23:32form to words that have not or forms
- 1:23:38rather that have not been memorized or
- 1:23:40that or where memory fails can can that
- 1:23:44be applied to the spelling of
- 1:23:47dyslexics um where I've seen for example
- 1:23:52went spelled very very often wh NT is
- 1:23:58that is that an application of the
- 1:24:01regular pattern of all of the question
- 1:24:03words that are learned early on that
- 1:24:05begin with wh and because the sounds is
- 1:24:08what is that why um and there are many
- 1:24:11many spelling
- 1:24:13failures um that seem to follow regular
- 1:24:16patterns and if that is so um is is
- 1:24:20there um a a a training technique that
- 1:24:25you could suggest that could um reduce
- 1:24:29that yeah um in fact there are many
- 1:24:32parallels between spelling and um and
- 1:24:34grammar there are um something like 87%
- 1:24:38of English words are spelled according
- 1:24:40to regular rules but then there's this
- 1:24:42133% of exceptions like o f for of and
- 1:24:46ey for I and so on the Irregulars tend
- 1:24:49to be highest in frequency because they
- 1:24:52have to to be filtered through the
- 1:24:53memorization of subsequent gener
- 1:24:55Generations when you have damage to
- 1:24:57memory you tend to get overgeneral
- 1:24:59spellings like
- 1:25:02um um like the one one that you
- 1:25:04mentioned or say um i e for instead of
- 1:25:08aisle um and uh conversely when there's
- 1:25:11a problem in grammatical combination you
- 1:25:15often have an inability to spell new
- 1:25:17words like to plam or to Ginge um so
- 1:25:21there are a number of parallels um and
- 1:25:25and there must be some psychological
- 1:25:28commonality um I wouldn't be prepared to
- 1:25:31say simply because of my own ignorance
- 1:25:33how you would translate that into a
- 1:25:35curriculum other than being aware of the
- 1:25:37fact that a student could spell a word
- 1:25:39correctly for two very different reasons
- 1:25:42either by applying a rule or by
- 1:25:44memorizing it and that you have to sort
- 1:25:45of diagnose which of the two a student
- 1:25:48is using moreover that um the the these
- 1:25:52can be that that uh in cases where
- 1:25:54there's a misspelling it may not just be
- 1:25:56random garbage or noise but might be a
- 1:25:59case of a child over applying a rule to
- 1:26:02an irregular case so it may not be
- 1:26:05stupidity laziness sloppiness but one
- 1:26:08system applying where the other one
- 1:26:09ordinarily
- 1:26:11does thank you
- 1:26:13thank uh this uh question is probably a
- 1:26:16little bit less technical um I'm raising
- 1:26:19um um a 2-year-old daughter English and
- 1:26:21German bilingually and I'm you know
- 1:26:23hearing your talk I I was like
- 1:26:25struggling to find some kind of a
- 1:26:27practical implication on how to best
- 1:26:30Riser bilingually English and German for
- 1:26:33example I've noticed it's I'm witnessing
- 1:26:35firsthand how uh how much easier it is
- 1:26:38for her to to learn English words for
- 1:26:40example like one of her first words was
- 1:26:42bubble and the German word is cphon
- 1:26:44blaza it's so much more cumbersome is
- 1:26:47and there are many examples like that
- 1:26:49and her German really is is totally
- 1:26:51lagging behind so I was I was struggling
- 1:26:53to find some kind of a practical
- 1:26:55implication since you mentioned you know
- 1:26:57English and German in your talk how to
- 1:26:59best raise a daughter in you know
- 1:27:01bilingual in English and German yeah
- 1:27:04well despite Twain's uh Mark Twain's
- 1:27:07complaint about the awful German
- 1:27:08language it's really awful only to
- 1:27:11adults kids obviously must be doing fine
- 1:27:14with German otherwise it wouldn't have
- 1:27:15survived to the present day with all of
- 1:27:17these multiple plural forms and so on um
- 1:27:20you know Twain also said i' I'd rather
- 1:27:22um I'd rather decline two drinks than
- 1:27:25one adjective in German
- 1:27:28and but this is two more question two
- 1:27:31more questions um but the thing is that
- 1:27:33if kids continue to hear it continue to
- 1:27:35use it uh then then they they will
- 1:27:37Master it as they have for you know
- 1:27:40Generations the trick is uh it's
- 1:27:43generally kids are a bit faster in
- 1:27:44coping with two languages when they come
- 1:27:46from different speakers when Mom speaks
- 1:27:48one language and dad speaks another that
- 1:27:50gives them a a little bit of help and
- 1:27:53they'll generally retain it if they have
- 1:27:55to use the other language with their
- 1:27:57peers that if it's just Mom and Dad
- 1:28:01especially if Mom and Dad are bilingual
- 1:28:03the child will force the parents to use
- 1:28:06the dominant language say English
- 1:28:08whereas if the child goes to summer camp
- 1:28:11plays with cousins every summer uh has
- 1:28:13reason to use it with other kids that's
- 1:28:16a better uh portent of of keeping both
- 1:28:19languages makes sense thank you okay and
- 1:28:22and just these these last two and I've
- 1:28:23been uh asked to bring the proceedings
- 1:28:26to a close after these two okay I have
- 1:28:28three unrelated questions they're all
- 1:28:33brief the first is do you have any idea
- 1:28:36of what prompted the big vowel reduction
- 1:28:39in the 15th century and the second is um
- 1:28:44how do you feel about uh the cobbling
- 1:28:48together of prefixes suffixes and words
- 1:28:51the you called it morphol morphology
- 1:28:54morphology it seems as if it's happening
- 1:28:57more and more words like dequ or
- 1:29:03self-actualize um and the third is uh
- 1:29:08Japanese
- 1:29:09sounds um is spelled exactly the way
- 1:29:13it's pronounced in English is that
- 1:29:15because the language was isolated for so
- 1:29:19long and when the English decided
- 1:29:22to translate it it it happened very
- 1:29:25systematically or you're talking about
- 1:29:27the the transliteration of Japanese into
- 1:29:29Roman characters yes oh yeah okay first
- 1:29:33no one really knows what caused the
- 1:29:35Great Vowel Shift the two main theories
- 1:29:37are that it was a kind of uh uh sequence
- 1:29:41of enhancements that as
- 1:29:44um because around that time people were
- 1:29:47swallowing the second syllables of words
- 1:29:51um and were um the reason that we have
- 1:29:54all of these crazy silent vowels at the
- 1:29:57end of words like make M A ke is that it
- 1:30:00used to be Maka and then the e at the
- 1:30:03end eventually got dropped alt together
- 1:30:05because words were becoming more and
- 1:30:07more similar because of this uh slurring
- 1:30:09of the second syllable people started to
- 1:30:11exaggerate differences among vowels to
- 1:30:14compensate and they started off say with
- 1:30:16one vowel contrast they exaggerated the
- 1:30:19difference between them but then the
- 1:30:21vowel that they exaggerated started to
- 1:30:22bump up against some second vowel so
- 1:30:24they had to exaggerate that in a
- 1:30:26different direction to differentiate it
- 1:30:28and you got kind of a billiard game
- 1:30:30where the different vowels got knocked
- 1:30:31around in space and when all was said
- 1:30:34and done no one was any better off than
- 1:30:37when they began but it was all done one
- 1:30:38vowel at a time the other is that it was
- 1:30:41kind of social differentiation that as
- 1:30:44French had vanished as a means of
- 1:30:46distinguishing the um the beautiful
- 1:30:49people from the hooy uh you needed some
- 1:30:52fussy way of speaking in order to show
- 1:30:54that you were an aristocrat and so
- 1:30:56people started to uh exaggerate their
- 1:30:59speech in fancy ways and it could be
- 1:31:01that both of those theories are right in
- 1:31:03terms of um Mor uh morphology is there
- 1:31:07more and more of it um it's something
- 1:31:09that English has been doing for an
- 1:31:10awfully long time there are cases in
- 1:31:12which you know things like you know to
- 1:31:15prioritize and to you know accessorize
- 1:31:17and so on can kind of grade on the ears
- 1:31:20because it's something that Bureau RS
- 1:31:22and um uh sort of the Dilbert business
- 1:31:25crowd uh tends to do to impress people
- 1:31:28with how scientific their approaches uh
- 1:31:31often though it does add to the
- 1:31:34expressive power of a language Strunk
- 1:31:36and white for example were upset about
- 1:31:38the word to moisturize saying well why
- 1:31:40can't you just say to moisten but of
- 1:31:42course anyone who uses a moisturizer
- 1:31:44knows that moisturizing and moistening
- 1:31:46aren't the same thing I mean if you
- 1:31:47moisten your skin you can just use a
- 1:31:49water pistol uh but moisturiz in means
- 1:31:52just it's a a completely different
- 1:31:54concept and so even though some of these
- 1:31:56forms have lots of syllables they're
- 1:31:58kind of ugly they do allow us to convey
- 1:32:01ideas and that's I think one of the
- 1:32:02reasons they're indispensable and in
- 1:32:05terms of Japanese the transliter
- 1:32:07transliterations where you apply one
- 1:32:10writing system to another language for
- 1:32:12the benefit of the speakers of the first
- 1:32:16language they're generally regular
- 1:32:18simply because that's the way you
- 1:32:20concoct that's the way you apply the
- 1:32:21system uh to begin with the irregularity
- 1:32:24tends to accumulate over centuries as a
- 1:32:27system is entrenched and doesn't track
- 1:32:30the changes in pronunciation the
- 1:32:32language is kind of a the speech is a
- 1:32:34moving Target but the spelling stays put
- 1:32:37and so the spelling over centuries
- 1:32:40becomes more and more irregular compared
- 1:32:42to the sounds and so that doesn't happen
- 1:32:44when you artificially extend uh a one
- 1:32:47writing system to another
- 1:32:49language and what last question
- 1:32:52uh the questions related to the great V
- 1:32:54shift um what do you think are the most
- 1:32:56powerful forces that change
- 1:32:59language um and the great Val shift that
- 1:33:03obviously has the name the great Val
- 1:33:05shift can you uh give us uh any current
- 1:33:08examples of something that's significant
- 1:33:10or any changes in language um from
- 1:33:13recent times that you can equate to that
- 1:33:16sure dude um the uh the kind of Valley
- 1:33:20Valley Girl speak for example uh where
- 1:33:23we recognize fairly recently a shift in
- 1:33:27pronunciation or um if you've ever
- 1:33:30listened to a a person in their 20s uh
- 1:33:32whenever they use a sentence they
- 1:33:35pronounce it as if it's a question uh
- 1:33:37and this is kind of recent uh that would
- 1:33:41be another example and for all we know
- 1:33:42that could be put a permanent stamp on
- 1:33:45the English language as people like me
- 1:33:47uh die and people who
- 1:33:50are uh and people who are now in their
- 1:33:5220s uh out last I understand what you're
- 1:33:58saying thank you very much thanks to all
- 1:34:01of
- 1:34:02[Music]
- 1:34:05you thanks for listening for more
- 1:34:07information on the 92nd Street y New
- 1:34:09York and all of our programs please
- 1:34:11visit us at
- 1:34:1392.org
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