Papers with graph-grounded reasoning framework
SciCompanion: Graph-Grounded Reasoning for Structured Evaluation of Scientific Arguments (2025.findings-emnlp)
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| Challenge: | Existing retrieval-augmented generation (RAG) methods fail to provide deep, relational understanding of scientific literature. |
| Approach: | They propose a graph-grounded reasoning framework for structured scientific evaluation that uses multi-hop reasoning to iteratively construct contextual graphs and generate structured critiques. |
| Outcome: | The proposed framework reduces evaluation error by over 30% compared to baselines and allows smaller models to outperform larger models. |