Papers with knowledge retrieval tasks

1 papers
Entriever: Energy-based Retriever for Knowledge-Grounded Dialog Systems (2025.findings-acl)

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Challenge: Existing knowledge retrieval methods fail to account for interrelationship between knowledge pieces . however, current methods fail in a situation where multiple knowledge pieces are relevant .
Approach: They propose an energy-based retriever that directly models the candidate retrieval results as a whole instead of modeling the knowledge pieces separately.
Outcome: The proposed retriever outperforms the baseline energy-based retriever in knowledge retrieval tasks.

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