Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287804681> ?p ?o ?g. }
Showing items 1 to 55 of
55
with 100 items per page.
- W4287804681 abstract "We address whether neural models for Natural Language Inference (NLI) can learn the compositional interactions between lexical entailment and negation, using four methods: the behavioral evaluation methods of (1) challenge test sets and (2) systematic generalization tasks, and the structural evaluation methods of (3) probes and (4) interventions. To facilitate this holistic evaluation, we present Monotonicity NLI (MoNLI), a new naturalistic dataset focused on lexical entailment and negation. In our behavioral evaluations, we find that models trained on general-purpose NLI datasets fail systematically on MoNLI examples containing negation, but that MoNLI fine-tuning addresses this failure. In our structural evaluations, we look for evidence that our top-performing BERT-based model has learned to implement the monotonicity algorithm behind MoNLI. Probes yield evidence consistent with this conclusion, and our intervention experiments bolster this, showing that the causal dynamics of the model mirror the causal dynamics of this algorithm on subsets of MoNLI. This suggests that the BERT model at least partially embeds a theory of lexical entailment and negation at an algorithmic level." @default.
- W4287804681 created "2022-07-26" @default.
- W4287804681 creator A5002577142 @default.
- W4287804681 creator A5039359682 @default.
- W4287804681 creator A5042601761 @default.
- W4287804681 date "2020-04-30" @default.
- W4287804681 modified "2023-09-24" @default.
- W4287804681 title "Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation" @default.
- W4287804681 doi "https://doi.org/10.48550/arxiv.2004.14623" @default.
- W4287804681 hasPublicationYear "2020" @default.
- W4287804681 type Work @default.
- W4287804681 citedByCount "0" @default.
- W4287804681 crossrefType "posted-content" @default.
- W4287804681 hasAuthorship W4287804681A5002577142 @default.
- W4287804681 hasAuthorship W4287804681A5039359682 @default.
- W4287804681 hasAuthorship W4287804681A5042601761 @default.
- W4287804681 hasBestOaLocation W42878046811 @default.
- W4287804681 hasConcept C134306372 @default.
- W4287804681 hasConcept C134752490 @default.
- W4287804681 hasConcept C154945302 @default.
- W4287804681 hasConcept C177148314 @default.
- W4287804681 hasConcept C199360897 @default.
- W4287804681 hasConcept C204321447 @default.
- W4287804681 hasConcept C2185349 @default.
- W4287804681 hasConcept C2776214188 @default.
- W4287804681 hasConcept C33923547 @default.
- W4287804681 hasConcept C41008148 @default.
- W4287804681 hasConcept C72169020 @default.
- W4287804681 hasConceptScore W4287804681C134306372 @default.
- W4287804681 hasConceptScore W4287804681C134752490 @default.
- W4287804681 hasConceptScore W4287804681C154945302 @default.
- W4287804681 hasConceptScore W4287804681C177148314 @default.
- W4287804681 hasConceptScore W4287804681C199360897 @default.
- W4287804681 hasConceptScore W4287804681C204321447 @default.
- W4287804681 hasConceptScore W4287804681C2185349 @default.
- W4287804681 hasConceptScore W4287804681C2776214188 @default.
- W4287804681 hasConceptScore W4287804681C33923547 @default.
- W4287804681 hasConceptScore W4287804681C41008148 @default.
- W4287804681 hasConceptScore W4287804681C72169020 @default.
- W4287804681 hasLocation W42878046811 @default.
- W4287804681 hasOpenAccess W4287804681 @default.
- W4287804681 hasPrimaryLocation W42878046811 @default.
- W4287804681 hasRelatedWork W10132401 @default.
- W4287804681 hasRelatedWork W11133913 @default.
- W4287804681 hasRelatedWork W12963412 @default.
- W4287804681 hasRelatedWork W3313028 @default.
- W4287804681 hasRelatedWork W706006 @default.
- W4287804681 hasRelatedWork W7849509 @default.
- W4287804681 hasRelatedWork W7875108 @default.
- W4287804681 hasRelatedWork W8407316 @default.
- W4287804681 hasRelatedWork W90294 @default.
- W4287804681 hasRelatedWork W10597021 @default.
- W4287804681 isParatext "false" @default.
- W4287804681 isRetracted "false" @default.
- W4287804681 workType "article" @default.