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 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☆34Updated 3 years ago
- Code base for the EMNLP 2021 Findings paper: Cartography Active Learning☆14Updated 3 months ago
- Uncertainty-aware Self-training☆121Updated last year
- ☆85Updated last year
- This repository accompanies our paper “Do Prompt-Based Models Really Understand the Meaning of Their Prompts?”☆85Updated 3 years ago
- This repository contains the code for "How many data points is a prompt worth?"☆48Updated 4 years ago
- Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.☆42Updated 4 years ago
- ☆62Updated 3 years ago
- ☆39Updated 4 years ago
- Meta Representation Transformation for Low-resource Cross-lingual Learning☆40Updated 4 years ago
- [EMNLP'21] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.☆78Updated 3 years ago
- ☆58Updated 3 years ago
- Pytorch implementation of paper "Efficient Nearest Neighbor Language Models" (EMNLP 2021)☆74Updated 3 years ago
- ☆63Updated 5 years ago
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆40Updated 3 years ago
- ☆42Updated 4 years ago
- Data and code for our paper "Exploring and Predicting Transferability across NLP Tasks", to appear at EMNLP 2020.☆50Updated 4 years ago
- This is a repository with the code for the EMNLP 2020 paper "Information-Theoretic Probing with Minimum Description Length"☆71Updated last year
- OOD Generalization and Detection (ACL 2020)☆60Updated 5 years ago
- Rationales for Sequential Predictions☆40Updated 3 years ago
- This repo supports various cross-lingual transfer learning & multilingual NLP models.☆92Updated 2 years ago
- Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics☆205Updated 3 years ago
- Code accompanying our papers on the "Generative Distributional Control" framework☆118Updated 2 years ago
- No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models (ICLR 2022)☆29Updated 3 years ago
- A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/☆99Updated 2 years ago
- Codes for the paper: "Continual Learning for Text Classification with Information Disentanglement Based Regularization"☆45Updated 2 years ago
- Automatic metrics for GEM tasks☆67Updated 2 years ago
- ☆97Updated 3 years ago