AWhat changed
Collected entailment, contradiction and neutral hypotheses around text premises; extended caption-based SNLI with multi-genre written and spoken English and matched versus mismatched genre evaluation.
Scientific scope
Collected entailment, contradiction and neutral hypotheses around text premises; extended caption-based SNLI with multi-genre written and spoken English and matched versus mismatched genre evaluation. SNLI workers saw captions, not images, despite scenario grounding. MultiNLI follows the collection template but adds ten genres with only five represented in training. Three-way annotation and genre transfer do not settle unrestricted logical consequence or all-domain language reasoning.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. SNLI workers saw captions, not images, despite scenario grounding. MultiNLI follows the collection template but adds ten genres with only five represented in training. Three-way annotation and genre transfer do not settle unrestricted logical consequence or all-domain language reasoning.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- A large annotated corpus for learning natural language inference
- A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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