Papers by Balaji Srinivasan
Post-Hoc Answer Attribution for Grounded and Trustworthy Long Document Comprehension: Task, Insights, and Challenges (2024.starsem-1)
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| Challenge: | Existing work on attribution of answer text to source document is limited . existing systems are prone to generating answers lacking sufficient grounding to knowledge sources . |
| Approach: | They propose to use existing datasets to assess the strengths and weaknesses of existing systems for this task. |
| Outcome: | The proposed system is based on retrieval-based and textual entailment-based optimal selection attribution systems. |
What to Read in a Contract? Party-Specific Summarization of Legal Obligations, Entitlements, and Prohibitions (2023.emnlp-main)
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| Challenge: | Existing systems that generate section-wise summaries of contracts can be tedious due to length and complexity of legalese. |
| Approach: | They propose a task of party-specific extractive summarization for legal contracts . they train a pairwise importance ranker and propose incorporating domain-specific notions of importance . |
| Outcome: | The proposed system generates a party-specific contract summary using a dataset of lease agreements and lease agreements. |