Author

Farrukh Rahman

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Jul 2026

What Does a Temporal Benchmark Score Measure? Decomposing Channel Use in Video VLM Evaluation

A label-free screen for the channel question, the reversal-drop: the accuracy lost when the visual sequence is reversed while RoPE remains forward, which can be applied to compatible temporal benchmarks without new annotations.

Farrukh Rahman · arXiv.org · 0 citations