Papers by Hamin Koo
EMCEE: Improving Multilingual Capability of LLMs via Bridging Knowledge and Reasoning with Extracted Synthetic Multilingual Context (2026.acl-long)
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| Challenge: | Existing methods emphasize reformulating queries into English, but fail to incorporate language- and culture-specific grounding that is essential for some queries. |
| Approach: | They propose a framework that extracts query-relevant knowledge from the LLM itself. |
| Outcome: | The proposed framework outperforms existing approaches on four multilingual benchmarks covering diverse languages and tasks. |