Papers by Yee Man Choi
CiteGuard: Faithful Citation Attribution for LLMs via Retrieval-Augmented Validation (2026.acl-long)
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| Challenge: | Large Language Models (LLMs) have emerged as powerful assistants for scientific writing, but reliability of LLM alone is in doubt. |
| Approach: | They propose a retrieval-aware agent framework to provide more faithful grounding for citation validation. |
| Outcome: | The proposed framework improves over the baseline and achieves 68.1% accuracy on the CiteME benchmark, approaching human performance. |