Papers by Lingxiao Guan
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph (2026.acl-long)
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| Challenge: | Existing work on how to effectively capture multi-document relationships remains an open question . Existing techniques to mitigate this problem include hierarchical summarization of semantically related chunks or integrating Knowledge Graphs (KGs). |
| Approach: | They propose a method which constructs a local knowledge graph from retrieved documents . they use propositional claims to construct a knowledge graph and contextualize a small language model . |
| Outcome: | The proposed method outperforms RAG on biomedical benchmarks and is generalizable and effective. |