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Textual Temporal Reasoning Transfer
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2026-03-08 08:00:52
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T3: Textual Temporal Reasoning Transfer 🔥 More Research VL-RewardBench Video-MME Temporal Transfer from Text TempCompass VLFeedback M3IT Temporal Reasoning Transfer from Text to Video ICLR 2025 Lei Li * , Yuanxin Liu * , Linli Yao , Peiyuan Zhang , Chenxin An , Lean Wang , Xu Sun , Lingpeng Kong , Qi Liu ▶ The University of Hong Kong ▶ Peking University ▶ UCSD * Equal Contribution OpenReview Code Textual Probing Dataset Probing Videos Video-T3 Texutal QA Training Dataset Checkpoint (LongVA-7B) Checkpoint (Qwen2-VL-72B) Our study shows the temporal reasoning bottleneck of Video LLMs lies in the LLM backbone. Without training on any video data, our proposed textual temporal reasoning transfer yields a 5.3 absolute accuracy improvement on TempCompass, enabling our model ...
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