mourga / contrastive-active-learningLinks
Code for the EMNLP 2021 Paper "Active Learning by Acquiring Contrastive Examples" & the ACL 2022 Paper "On the Importance of Effectively Adapting Pretrained Language Models for Active Learning"
☆126Updated 3 years ago
Alternatives and similar repositories for contrastive-active-learning
Users that are interested in contrastive-active-learning are comparing it to the libraries listed below
Sorting:
- Code accompanying EMNLP 2020 paper "Cold-start Active Learning through Self-supervised Language Modeling".☆40Updated 4 years ago
- Code base for the EMNLP 2021 Findings paper: Cartography Active Learning☆14Updated 2 months ago
- Code and datasets for the EMNLP 2020 paper "Calibration of Pre-trained Transformers"☆61Updated 2 years ago
- EMNLP 2021 - Frustratingly Simple Pretraining Alternatives to Masked Language Modeling☆31Updated 3 years ago
- ☆86Updated last year
- Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics☆201Updated 3 years ago
- Pytorch implementation of paper "Efficient Nearest Neighbor Language Models" (EMNLP 2021)☆73Updated 3 years ago
- Uncertainty-aware Self-training☆121Updated last year
- ☆39Updated 4 years ago
- Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.☆42Updated 3 years ago
- Code of NAACL 2022 "Efficient Hierarchical Domain Adaptation for Pretrained Language Models" paper.☆32Updated last year
- Rationales for Sequential Predictions☆40Updated 3 years ago
- This repository accompanies our paper “Do Prompt-Based Models Really Understand the Meaning of Their Prompts?”☆85Updated 3 years ago
- [EMNLP'21] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.☆78Updated 2 years ago
- This repository contains the code for "How many data points is a prompt worth?"☆48Updated 4 years ago
- ☆58Updated 3 years ago
- Code for "BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition"☆32Updated 2 years ago
- Automatic metrics for GEM tasks☆66Updated 2 years ago
- ☆62Updated 3 years ago
- ☆42Updated 4 years ago
- Code for paper "CrossFit : A Few-shot Learning Challenge for Cross-task Generalization in NLP" (https://arxiv.org/abs/2104.08835)☆112Updated 3 years ago
- Few-shot NLP benchmark for unified, rigorous eval☆91Updated 3 years ago
- ☆45Updated last year
- This repo supports various cross-lingual transfer learning & multilingual NLP models.☆92Updated last year
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆38Updated 3 years ago
- Code for ACL 2022 paper "Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation"☆30Updated 3 years ago
- Data and code for our paper "Exploring and Predicting Transferability across NLP Tasks", to appear at EMNLP 2020.☆50Updated 4 years ago
- No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models (ICLR 2022)☆30Updated 3 years ago
- Code for Editing Factual Knowledge in Language Models☆139Updated 3 years ago
- This is a repository with the code for the EMNLP 2020 paper "Information-Theoretic Probing with Minimum Description Length"☆71Updated 11 months ago