The paper introduces Negative-Aware Video Moment Retrieval, adding rejection of in-domain and out-of-domain irrelevant queries to moment retrieval, and shows a UniVTG adaptation rejects most negatives while retaining most retrieval accuracy.
Bench- marking large language models in retrieval-augmented gen- eration
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Moment of Untruth: Dealing with Negative Queries in Video Moment Retrieval
The paper introduces Negative-Aware Video Moment Retrieval, adding rejection of in-domain and out-of-domain irrelevant queries to moment retrieval, and shows a UniVTG adaptation rejects most negatives while retaining most retrieval accuracy.