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Enjie Liu

2 accepted papers

2025

DSRAG: A Double-Stream Retrieval-Augmented Generation Framework for Countless Intent Detection

NAACL 2025industry

Current intent detection work experiments with minor intent categories. However, in real-world scenarios of data analysis dialogue systems, intents are composed of combinations of numerous metrics and dimensions, resulting in countless intents and posing challenges for the language model. The retrie…

2025

Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience

ACL 2025finding

Large language models (LLMs) achieve strong performance on plain text tasks but underperform on structured data like tables and databases. Potential challenges arise from their underexposure during pre-training and rigid text-to-structure transfer mechanisms. Unlike humans who seamlessly apply learn…

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