Papers by Anish Mulay
Decisive: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents (2026.acl-long)
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| Challenge: | Existing methods for analyzing information from multiple sources are often too complex or fail to capture nuanced preferences accurately. |
| Approach: | They propose an interactive decision-making framework that combines document-grounded reasoning with Bayesian preference inference. |
| Outcome: | The proposed approach outperforms general-purpose LLMs and existing decision-support systems in achieving up to 20% improvement in decision accuracy over strong baselines across domains. |