Papers by Ishika Agarwal
Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis (2025.acl-long)
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| Challenge: | Existing comparative summarization methods focus on surface-level semantic differences, which may not capture the most relevant distinctions. |
| Approach: | They propose a framework which transforms scientific papers into LLM personas that debate their respective novelties. |
| Outcome: | The proposed framework generates informative arguments and effectively contrasts papers, and supports researchers in their literature review. |
Instruct, Not Assist: LLM-based Multi-Turn Planning and Hierarchical Questioning for Socratic Code Debugging (2024.findings-emnlp)
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| Challenge: | Current large language models often give away solutions directly, making them ineffective instructors. |
| Approach: | They propose to use a state space-based planning algorithm to build a question tree based on a student's knowledge state to help students independently identify and resolve errors. |
| Outcome: | The proposed model is able to debug code efficiently with minimal turns and highly Socratic questioning. |