Methods › Natural Language Processing › Autoencoding Transformers › ConvBERT

ConvBERT

5 papers tagged archive 2025-07-28

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.

ConvBERT is a modification on the BERT architecture which uses a span-based dynamic convolution to replace self-attention heads to directly model local dependencies. Specifically a new mixed attention module replaces the self-attention modules in BERT, which leverages the advantages of convolution to better capture local dependency. Additionally, a new span-based dynamic convolution operation is used to utilize multiple input tokens to dynamically generate the convolution kernel. Lastly, ConvBERT also incorporates some new model designs including the bottleneck attention and grouped linear operator for the feed-forward module (reducing the number of parameters).

Paper Source

Papers archive 2025-07-28

5 shown of 5, 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.

Beyond Simple Concatenation: Fairly Assessing PLM Architectures for Multi-Chain Protein-Protein Interactions Prediction
26 May 2025 · 0 repositories · arXiv:2505.20036
Navigating Nuance: In Quest for Political Truth
1 Jan 2025 · 1 repository · arXiv:2501.00782
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
Transformer Based Punctuation Restoration for Turkish
15 Sep 2023 · 1 repository
ConvBERT: Improving BERT with Span-based Dynamic Convolution
6 Aug 2020 · 8 repositories · arXiv:2008.02496

Tasks archive 2025-07-28

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

Task	Papers
Automatic Speech Recognition	1
Automatic Speech Recognition (ASR)	1
Bias Detection	1
Drug Discovery	1
Language Modeling	1
Language Modelling	1
Misinformation	1
Natural Language Understanding	1
Punctuation Restoration	1
Speech Recognition	1
Transfer Learning	1
speech-recognition	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (5 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

Autoencoding Transformers Transformers

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections