NLP. Introduction to NLP Substitution test: Open (lexical) and closed (functional) categories: No-fly-zone twerk Nathalie likes { } cats. black Persian.

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Transcription de la présentation:

NLP

Introduction to NLP

Substitution test: Open (lexical) and closed (functional) categories: No-fly-zone twerk Nathalie likes { } cats. black Persian tabby small the in

Parts of speech –eight (or so) general types –nouns, verbs, adjectives… The dog chased the yellow bird.

Examples –dog, tree, computer, idea Nouns vary in –number (singular, plural) –gender (masculine, feminine, neuter) –case (nominative, genitive, accusative, dative) Case example in Latin –Singular: puer (nominative), puerum (accusative), puerī (genitive) –Plural: puerī (nominative), puerōs (accusative), puerōrum (genitive) Gender example in German –Mädchen (neuter gender)

What are the parts of speech for the words in bold? `Twas brillig, and the slithy toves Did gyre and gimble in the wabe: All mimsy were the borogoves, And the mome raths outgrabe.

Wabe, borogoves –Nouns (after “the”) brillig –adjective? –noun? (“noon”) mimsy –adjective slithy toves –adjective+noun? –noun+verb? (“the bell tolls”) mome raths outgrabe –Adjective+noun+verb? –Noun+verb+adverb? (“birds fly outside”)

Computers see text that they don’t really understand. They have to use some prior knowledge. They reason probabilistically. They use context. The can be wrong.

Examples –she, ourselves, mine Pronouns vary in –person –gender –number –case (in English: nominative, accusative, possessive, 2nd possessive) Reflexive and anaphoric forms –herself, each other Samantha gave her a haircut. Samantha gave herself a haircut.

Determiners –Articles the, a –Demonstratives this, that Adjectives –describe properties –attributive and predicative adjectives –agreement in gender, number –comparative and superlative forms derivative and periphrastic –positive form

Describe –actions, activities, and states (throw, walk, have) English –four verb forms tense –present, past, future other inflection –number, person gerunds and infinitive aspect –progressive, perfective Voice –active, passive

Participles, auxiliaries Arguments: –The dog sleeps (intransitive) –The dog chased the cat (transitive) –Mary gave the dog a bone (ditransitive) Irregular verbs Richer inflections –E.g., French, Latin, and Finnish

Present je vais I go tu vas you go il va he goes nous allons we go vous allez you go ils vont they go je vais tu vas il va nous allons vous allez ils vont Past je suis allé(e) I went tu es allé(e) you went il est allé(e) he went nous sommes allé(e)s we went vous êtes allé(e)s you went ils sont allé(e)s they went je suis allé(e) tu es allé(e) il est allé(e) nous sommes allé(e)s vous êtes allé(e)s ils sont allé(e)s Imperfect j'allais I used to go tu allais you used to go il allait he used to go nous allions we used to go vous alliez you used to go ils allaient they used to go j'allais tu allais il allait nous allions vous alliez ils allaient Conditional j'irais I would go tu irais you would go il irait he would go nous irions we would go vous iriez you would go ils iraient they would go j'irais tu irais il irait nous irions vous iriez ils iraient Future j'irai I will go tu iras you will go il ira he will go nous irons we will go vous irez you will go ils iront they will go j'irai tu iras il ira nous irons vous irez ils iront Subjunctive que j'aille that I go que tu ailles that you go qu'il aille that he go que nous allions that we go que vous alliez that you go qu'ils aillent that they go que j'aille que tu ailles qu'il aille que nous allions que vous alliez qu'ils aillent

Adverbs –happily, here, never Prepositions –of, through, in Particles –Phrasal verbs –the plane took off, take it off Particles vs. prepositions –She ran up a bill/hill

Coordinating conjunctions –and, or, but Subordinating conjunctions –if, because, that, although Interjections –Ouch!

NN /* singular noun */ IN /* preposition */ AT /* article */ NP /* proper noun */ JJ /* adjective */, /* comma */ NNS /* plural noun */ CC /* conjunction */ RB /* adverb */ VB /* un-inflected verb */ VBN /* verb +en (taken, looked (passive,perfect)) */ VBD /* verb +ed (took, looked (past tense)) */ CS /* subordinating conjunction */

NLP