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Talking-Heads Attention

1 paper tagged archive 2025-07-28

Introduced by Noam Shazeer et al. in Talking-Heads Attention

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Talking-Heads Attention is a variation on multi-head attention which includes linear projections across the attention-heads dimension, immediately before and after the softmax operation. In multi-head attention, the different attention heads perform separate computations, which are then summed at the end. Talking-Heads Attention breaks that separation. Two additional learned linear projections are inserted, Pₗ and P_w, which transform the attention-logits and the attention weights respectively, moving information across attention heads. Instead of one "heads" dimension h across the whole computation, we now have three separate heads dimensions: hₖ, h, and hᵥ, which can optionally differ in size (number of "heads"). hₖ refers to the number of attention heads for the keys and the queries. h refers to the number of attention heads for the logits and the weights, and hᵥ refers to the number of attention heads for the values.

PaperSource

Papers archive 2025-07-28

1 shown of 1, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

5 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Language Modeling1
Language Modelling1
Masked Language Modeling1
Question Answering1
Transfer Learning1

Usage over time archive 2025-07-28

Papers per year tagged with Talking-Heads Attention: 2020 to 2020, peak 1 1 0 2020: 1 paper 2020
Papers per year the archive tags with this method, by the paper's archive date (1 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Attention Modules

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