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Paper List for Contrastive Learning for Natural Language Processing

554 59 Updated Apr 27, 2023

Links to conference/journal publications in automated fact-checking (resources for the TACL22/EMNLP23 paper).

476 49 Updated Feb 23, 2025

Repo for external large-scale work

Python 6,524 726 Updated Apr 27, 2024

[TACL'23] VSR: A probing benchmark for spatial undersranding of vision-language models.

Python 117 9 Updated Mar 25, 2023

Implementation of 🦩 Flamingo, state-of-the-art few-shot visual question answering attention net out of Deepmind, in Pytorch

Python 1,234 62 Updated Oct 18, 2022

Language Models Can See: Plugging Visual Controls in Text Generation

Python 256 27 Updated Jun 1, 2022

Improving Word Translation via Two-Stage Contrastive Learning (ACL 2022). Keywords: Bilingual Lexicon Induction, Word Translation, Cross-Lingual Word Embeddings.

Python 34 10 Updated Jan 23, 2025

simpleT5 is built on top of PyTorch-lightning⚡️ and Transformers🤗 that lets you quickly train your T5 models.

Python 394 62 Updated May 19, 2023

TimeLMs: Diachronic Language Models from Twitter

Jupyter Notebook 108 8 Updated Mar 5, 2024

[NeurIPS'22 Spotlight] A Contrastive Framework for Neural Text Generation

Python 471 40 Updated Mar 7, 2024

Implementation of RETRO, Deepmind's Retrieval based Attention net, in Pytorch

Python 859 106 Updated Oct 30, 2023

The code of Improving Factual Completeness and Consistency of Image-to-text Radiology Report Generation

Python 90 19 Updated Mar 25, 2022

Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations

Python 132 16 Updated May 30, 2024

[NAACL'22] TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning

Python 93 6 Updated Jun 8, 2022
Python 14 1 Updated May 17, 2022

[EMNLP 2021] Code and data for our paper "Visually Grounded Reasoning across Languages and Cultures"

Jupyter Notebook 30 2 Updated Dec 30, 2021

[CoNLL'21] MirrorWiC: On Eliciting Word-in-Context Representationsfrom Pretrained Language Models

Python 12 5 Updated Oct 31, 2021

Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System (ACL 2022)

Python 159 28 Updated Dec 20, 2023

[EMNLP'21] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

Python 79 9 Updated Aug 14, 2022

Codes for paper: Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERT

Python 33 2 Updated May 27, 2022

Source code for paper "Contrastive Out-of-Distribution Detection for Pretrained Transformers", EMNLP 2021

Python 40 10 Updated Nov 29, 2021

An open source implementation of CLIP.

Python 11,407 1,080 Updated Mar 17, 2025

The official implementation of "BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies?, ACL 2021 main conference"

Python 23 4 Updated May 28, 2023

[TACL 2021] Code for our paper "Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs"

Jupyter Notebook 6 Updated May 30, 2021

[RepL4NLP(2021)] Hierarchical Sparse Variation Autoencoder (HSVAE)

Python 2 5 Updated Apr 27, 2022

Code for paper "An Improved Baseline for Sentence-level Relation Extraction", AACL-IJCNLP 2022

Python 90 12 Updated Sep 22, 2022

🤖 A Python library for learning and evaluating knowledge graph embeddings

Python 1,766 195 Updated Mar 28, 2025
Python 25 5 Updated Jan 22, 2024

[NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

Python 184 36 Updated Apr 28, 2023

PyTorch implementation of Barlow Twins.

Python 977 127 Updated Mar 3, 2022
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