C SC 620Advanced Topics in NaturalLanguage ProcessingLecture 41/27/04English Verbs as a Semantic Net• This lecture…– a deeper look into the organization of verbs inWordNet• Paper:– English Verbs as a Semantic Net, Fellbaum, C.(pp. 40–61)Polysemy• Verbs have multiple senses– More polysemous (2.11) than nouns (1.74)• Source: Collins English Dictionary– Suggests that verb meanings are more flexibleor mutablePolysemy• Most frequent verbs are also the most polysemous– Have, be, run, make, set, go, take …– Example:• [using database from the TTY version of wnconnect]• findall((X,Z),s2(run,v,X,_,Z),L),length(L,N).• L =[(77366,1),(77375,2),(77891,2),(78237,1),(78360,3),(78417,1),(80838,2),(80875,2),(81147,2),(81486,2),(83112,5),(83114,1),(83658,1),(84024,2),(84154,2),(84686,2),(84935,1),(84994,1),(84996,1),(84999,1),(85001,1),(85002,1),(85674,1),(85705,1),(85745,1),(85835,1),(85881,1),(86533,1),(87347,1),(87450,2),(87837,1),(88008,1),(88225,1),(88395,4),(88397,1),(88561,1),(88563,1),(88754,5),(88761,1),(88764,1),(88795,2)],• N = 41 ?– Notes:• s2(Word,C,I,S,O)– C = category, I = ID, S = synset ID, O = synset offset• set_prolog_flag(toplevel_print_options,[max_depth(0)]).Top-Level Organization1. Verbs of Bodily Functions and Care (275 synsets) - sweat, shiver, faint …2. Verbs of Change (750 synsets) - sub-types: alter, change state, change by reversal, changeintegrity, change shape, adjust3. Verbs of Communication (710 synsets) verbal and nonverbal (senses of read from last time)4. Competition Verbs (200 synsets)5. Consumption Verbs (130 synsets) sub-types: ingesting, using, exploiting, spending and sharing6. Contact Verbs (820 synsets) central concepts: attach, cover, cut and touch7. Cognition Verbs (?) reasoning judging, learning, memorizing, understanding and concluding8. Creation Verbs (250 synsets) create by mental act, by artistic means, from raw materials9. Motion Verbs (500 synsets) central concepts: motion-in-place and locomotion10. Emotion or Psych Verbs (?) fear, love, amuse, charm, anger …11. Stative Verbs (200 synsets) verbs of being and having12. Perception Verbs (200 synsets) five senses13. Verbs of Possession (300 synsets) central concepts: have, transfer, receive14. Verbs of Social Interaction (400 synsets)15. Weather Verbs (66 synsets) rain, thunder, snow …Semantic Inference: Types ofEntailmentTroponymy• Troponymy (Fellbaum & Miller, 1990)– Is a semantic relation between verbs– To V1 is to V2 in some manner– Example:• To limp is to walk in a certain manner• Limp is a troponym of walk• Entailment: He is limping entails He is walking– Troponym pairs are always temporally co-extensive and related by entailmentTroponymy• Compare with examples:– snore - sleep– buy - pay– get a medical checkup - visit the doctor• Note:– Entailment holds but not temporally co-extensiveSemantic Inference: Oppositionand Entailment• Examples:– Hit and miss both entail aim– Fail and succeed both entail try– Win and lose both entail play/gamble– Entailment type: backwards presuppositionOther Semantic Differences• Example:– Telic and atelic walk– Telicity test (Dowty)• [-telic] for an hour• [telic] in an
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