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Manoj Shakya

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Preprint Jul 2026

Attention Degradation, Function Token Anchoring, and the Limits of Attention-Based Intervention in Large Language Models

It is concluded that mean attention degradation is largely descriptive rather than prescriptive: function tokens contribute through what their hidden states compute, not through the attention they receive -- with implications for interpretability methodology and attention-score-based inference optimisations such as KV-cache eviction.

Sagar Dangal, Manoj Shakya · 0 citations