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Transformers with Selective Access to Early Representations

cs.LG · 2026-05-05 · unverdicted · novelty 7.0 · 2 refs

SATFormer uses a context-dependent gate for selective reuse of early Transformer representations, improving validation loss and zero-shot accuracy especially on retrieval benchmarks.

Attention Residuals

cs.CL · 2026-03-16 · unverdicted · novelty 5.0

Attention Residuals replaces fixed residual summation with input-dependent softmax attention over preceding layers, and a blocked variant is shown to improve uniformity and downstream performance in a 48B-parameter model pre-trained on 1.4T tokens.

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