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Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

cs.LG · 2026-05-29 · unverdicted · novelty 6.0 · 2 refs

Contribution Weights combine attention, value magnitude, and directional alignment to measure token influence more faithfully than attention alone, and show attention sinks actively suppress information via a convex sink-rate to output-norm relationship.

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  • Contribution Weights: A Geometrical Analysis of Self-Attention Transformers cs.LG · 2026-05-29 · unverdicted · none · ref 10 · 2 links

    Contribution Weights combine attention, value magnitude, and directional alignment to measure token influence more faithfully than attention alone, and show attention sinks actively suppress information via a convex sink-rate to output-norm relationship.