Words of a feather flock together

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Words of a feather flock together John Goldsmith (Linguistics and Computer Science) Work done with: Jackson Lee (Linguistics) Simon Jacobs (RCC) Stephen Fitz (Computer Science)

Looking at texts: documents Texts contain a great deal of structure. That structure can be divided into: Structure of the content; Structure of the language. Look at a series of books in French: what they share in common is the structure of French. Look at a series of translations of Harry Potter and the Sorcerer's Stone: what they share in common is the structure of the content.

We care about the structure of the language (today) Structure of a language includes a lexicon: the words of the language. The order in which words appear is largely determined by the syntax of the language.

Word categories Noun Verb Participle Article Pronoun Preposition Adverb Conjunction

undue

undue mental

undue mental valid

undue mental prison valid

undue mental prison valid equitable

silly

silly bagel

silly bagel eggs

silly bagel eggs Mary

silly bagel eggs Mary crazy

silly bagel eggs crazy Mary scarf

silly bagel eggs crazy Mary scarf slide-rule

silly bagel eggs crazy Mary scarf slide-rule Hyde Park

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases cool

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases cool stomach

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases cool stomach M

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases cool stomach M Barack

silly bagel eggs crazy Mary scarf slide-rule Hyde Park bookcases cool stomach M Barack cables

Rheummate-ly

Rheummate-ly jump

Rheummate-ly jump sneakers

sneakers Rheummate-ly Mitt Romney jump

sneakers Rheummate-ly Mitt Romney Kenwood jump

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks GoogleMine

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks GoogleMine Rheummate-ly

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks GoogleMine Rheummate-ly crowd-licking

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks GoogleMine Rheummate-ly crowd-licking taxi business

sneakers Igbo Rheummate-ly Mitt Romney Kenwood jump Soap differentiate pogosticks GoogleMine Rheummate-ly crowd-licking taxi business thinkify

Empirically, not so obvious: 'the' versus 'a'

the a Left Right Left Right of 9629 same 601 in 5567 f rst 547 to 3433 other 388 on 2315 most 380 and 2143 United 367 for 1766 world 338 at 1511 *j 264 with 1481 time 243 that 1392 two 232 from 1352 new 231 by 1315 way 226 is 793 only 207 as 698 end 204 into 673 last 202 was 531 next 185 : 466 state 182 all 424 whole 178 In 412 old 171 of 1467 few 344 in 1321 little 292 as 914 man 253 with 879 new 248 is 872 good 221 was 783 small 161 for 740 great 153 to 655 very 138 and 615 long 135 on 476 number 117 by 413 large 110 be 318 year 99 at 256 single 99 have 256 moment 86 had 246 lot 86 like 242 more 84 from 229 time 79 such 222 matter 79

masculine singular nouns feminine singular nouns xiisiecle cities years simple past verbs infinitives prenominal modifiers plural nouns French English 33

Dynamic view: English color codes Verbs: bare verb (jump) red Verbs: past tense(jumped, bought) blue Verbs: auxiliary (should, can) green Prepositions (from, to, up, down aqua Adjectives purple Cities gray Nouns pink 35

Dynamic view: French color codes Infinitives red Prepositions light blue Past participles blue Adjectives purple Cities gray Masculine nouns pink Feminine nouns light green Inflected verbs light gray 36

Finding regular and irregular past tense forms

discovered founded formed assumed initiated influenced caused joined adopted supported established called named carried considered placed created achieved forced brought provided ordered played 37

38

39