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benchmark evaluation 1model analysis 1positional encoding 1temporal video understanding 1video question answering 1

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1 paper

cs.CV2026

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

Farrukh Rahman

The paper examines how temporal video QA benchmark scores conflate task difficulty with the model's reliance on positional encodings versus visual sequence order, and introduces a…