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Contrastive Decoding: Open-ended Text Generation as Optimization , author=

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cs.LG 1

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2026 1

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Delta Attention Residuals

cs.LG · 2026-05-13 · unverdicted · novelty 7.0

Delta Attention Residuals attend over per-sublayer deltas instead of cumulative hidden states, producing higher-contrast attention weights and 1.7-8.2% validation perplexity gains over standard and attention residuals across 220M-7.6B models.

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  • Delta Attention Residuals cs.LG · 2026-05-13 · unverdicted · none · ref 34

    Delta Attention Residuals attend over per-sublayer deltas instead of cumulative hidden states, producing higher-contrast attention weights and 1.7-8.2% validation perplexity gains over standard and attention residuals across 220M-7.6B models.