Papers by Sumit Pai
Learning from Litigation: Graphs for Retrieval and Reasoning in eDiscovery (2025.acl-industry)
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| Challenge: | Electronic Discovery (eDiscovery) requires identifying relevant documents from vast collections for legal production requests. |
| Approach: | They propose a system that integrates knowledge graphs for enhanced document ranking and classification, augmented by LLM-driven reasoning. |
| Outcome: | The proposed system outperforms baselines in F1-score, precision, and recall across balanced and imbalanced datasets. |