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Updated , rescanned every two hoursThursday, November 5, 2026

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New Benchmark Tests MLLM Memory in Long Video Chats

VideoLLMs

What is VideoMemBench: How Well Do MLLMs Remember in Video Conversations??

VideoMemBench measures how well multimodal large language models keep track of information across multi-turn conversations about hour-long videos. It probes whether models can retrieve and reuse facts introduced early in the dialogue.

Who it is for

Researchers and developers building video-aware assistants need a way to gauge long-term recall, so they can improve or compare their models.

How to try it

Visit the Hugging Face page https://huggingface.co/papers/2610.40131 to download the benchmark data.

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