Papers by Jingjun Xu
DRPG (Decompose, Retrieve, Plan, Generate): An Agentic Framework for Academic Rebuttal (2026.findings-acl)
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| Challenge: | Existing approaches to support academic rebuttal rely on off-the-shelf LLMs or simple pipelines that struggle with long-context understanding. |
| Approach: | They propose an agentic framework for automatic academic rebuttal generation that operates through four steps: Decompose reviews into atomic concerns, Retrieve relevant evidence from the paper, Plan refortations, and Generate responses accordingly. |
| Outcome: | The proposed framework outperforms existing rebuttal pipelines and achieves 98% accuracy beyond the average human level using only an 8B model. |