Methods › General › Attention Modules › Mixed Attention Block
Mixed Attention Block
Introduced by Zi-Hang Jiang et al. in ConvBERT: Improving BERT with Span-based Dynamic Convolution
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Mixed Attention Block is an attention module used in the ConvBERT architecture. It is a mixture of self-attention and span-based dynamic convolution (highlighted in pink). They share the same Query but use different Key to generate the attention map and convolution kernel respectively. The number of attention heads is reducing by directly projecting the input to a smaller embedding space to form a bottleneck structure for self-attention and span-based dynamic convolution. Dimensions of the input and output of some blocks are labeled on the left top corner to illustrate the overall framework, where d is the embedding size of the input and γ is the reduction ratio.
Papers archive 2025-07-28
6 shown of 6, 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.
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Beyond Simple Concatenation: Fairly Assessing PLM Architectures for Multi-Chain Protein-Protein Interactions Prediction 26 May 2025 · 0 repositories · arXiv:2505.20036
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Navigating Nuance: In Quest for Political Truth 1 Jan 2025 · 1 repository · arXiv:2501.00782
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ChatGPT v.s. Media Bias: A Comparative Study of GPT-3.5 and Fine-tuned Language Models 29 Mar 2024 · 0 repositories · arXiv:2403.20158
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M³Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection 15 Sep 2023 · 1 repository · arXiv:2309.08365
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Transformer Based Punctuation Restoration for Turkish 15 Sep 2023 · 1 repository
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ConvBERT: Improving BERT with Span-based Dynamic Convolution 6 Aug 2020 · 8 repositories · arXiv:2008.02496
Tasks archive 2025-07-28
16 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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
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