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How a language model learns: guessing the next word, sentence 16

Chatbots run on giant computers in data centres; the words appearing one by one is just how the answer is shown.

Who acts: Chatbots, words · What happens: run, appear, be · To what, where: giant computers, one, answer

This is a sentence of the lesson «How a language model learns: guessing the next word» of the ai course of Mova's primary school. The page gives its syntax tree — a dependency tree in the style of Universal Dependencies — and its pragmatics clause by clause: who acts (Chatbots, words), what happens, when and where, as Mova's frames read it from the tree.

The tree

nsubjcaseamodoblcasecompoundnmodpunctdetnsubjadvcloblcasenmodcopadvmodadvmoddetnsubj:passaux:passparataxispunctrootChatbotsNOUNrunVERBonADPgiantADJcomputersNOUNinADPdataNOUNcentresNOUN;PUNCTtheDETwordsNOUNappearingVERBoneNUMbyADPoneNUMisAUXjustADVhowADVtheDETanswerNOUNisAUXshownVERB.PUNCT
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1ChatbotschatbotNOUNNumber=Plur2 runnsubj
2runrunVERBMood=Ind Number=Plur Person=3 Tense=Pres VerbForm=Finrootroot
3ononADP_5 computerscase
4giantgiantADJDegree=Pos5 computersamod
5computerscomputerNOUNNumber=Plur2 runobl
6ininADP_8 centrescase
7datadataNOUNNumber=Sing8 centrescompound
8centrescentreNOUNNumber=Plur5 computersnmod
9;;PUNCT_12 appearingpunct
10thetheDETDefinite=Def PronType=Art11 wordsdet
11wordswordNOUNNumber=Plur12 appearingnsubj
12appearingappearVERBTense=Pres VerbForm=Part2 runadvcl
13oneoneNUMNumForm=Word NumType=Card12 appearingobl
14bybyADP_15 onecase
15oneoneNUMNumForm=Word NumType=Card13 onenmod
16isbeAUXMood=Ind Number=Sing Person=3 Tense=Pres VerbForm=Fin22 showncop
17justjustADV_18 howadvmod
18howhowADVPronType=Int22 shownadvmod
19thetheDETDefinite=Def PronType=Art20 answerdet
20answeranswerNOUNNumber=Sing22 shownnsubj:pass
21isbeAUXMood=Ind Number=Sing Person=3 Tense=Pres VerbForm=Fin22 shownaux:pass
22shownshowVERBTense=Past VerbForm=Part Voice=Pass13 oneparataxis
23..PUNCT_2 runpunct

Pragmatics

form
statement
act
assert
voice
narrator
polarity
none
teacher
changed act=assert
#verbtense, moodwhowhat, whomto whomwherewhenotherroles by
1runpresentChatbotsgiant computers in data centresvn run-51.3.2-2-1 «NP V PP.location»: agent=Theme on computer=Trajectory
2appeargerundthe wordsone by onevn appear-48.1.1 «NP V»: agent=Theme
3ispresent · passivethe answershow propertytree rules

One row per clause the reader finds. «not said here»: a role filled from the clause above. «roles by»: a VerbNet class and frame when one fits the verb, else the reader's rules on the tree.

Licence: CC BY-SA 4.0, as the whole of Mova corpus 0.4, of which this treebank (the agreed school, mova-school-agreed-en.conllu) is part. The lessons were written for Mova's primary school. Sentence school:ai:002-guessing-the-next-word.lesson:16.

The tree: Mova annot: Rust (en) → Haiku 5.5 (medium, Batches API) patches; gates UD 2.18; agreed by treeagree rules (Stanza, Trankit, spaCy trf): R5-strong ×1. The frames are read from the tree by Mova's frames reader (prag) when this page is built, the lesson read in order, so a pronoun may be resolved from an earlier sentence.

See the release 0.4.

This page in Markdown → https://md.mova.elamur.ai/free/en/corpora/school/ai/2-guessing-the-next-word/16/