Papers with Agreement
ContractNLI: A Dataset for Document-level Natural Language Inference for Contracts (2021.findings-emnlp)
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| Challenge: | Contract review is a time-consuming procedure that costs companies millions of dollars each year . linguistic characteristics of contracts, such as negations by exceptions, contribute to the difficulty of this task . |
| Approach: | They propose a document-level natural language inference (NLI) task for contracts . they annotate and release the largest corpus to date consisting of 607 annotated contracts a linguistically rich system is proposed . |
| Outcome: | The proposed system is based on a contract review task that includes 607 annotated contracts. |
The Role of Syntactic Span Preferences in Post-Hoc Explanation Disagreement (2024.lrec-main)
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| Challenge: | Existing methods for post-hoc explanations for transformer models disagree with each other . disagreement is often overlooked and the reasons for disagreement are not investigated . |
| Approach: | They propose to use a dynamic *k* approach to estimate syntactic spans to improve agreement between different methods. |
| Outcome: | The proposed method better agrees on syntactic span level, especially for the methods that agree the least with other methods. |