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"
☆128May 24, 2022Updated 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:
- Source code for the ACL 2019 paper "Attention-based Conditioning Methods for External Knowledge Integration"☆59Jun 21, 2022Updated 3 years ago
- Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.☆43Aug 16, 2021Updated 4 years ago
- LSTM and QRNN Language Model Toolkit for PyTorch 1.2.0!☆20Mar 2, 2020Updated 6 years ago
- Deep-learning Transfer Learning models of NTUA-SLP team submitted at the IEST of WASSA 2018 at EMNLP 2018.☆32Dec 27, 2022Updated 3 years ago
- Code accompanying EMNLP 2020 paper "Cold-start Active Learning through Self-supervised Language Modeling".☆40May 25, 2021Updated 4 years ago
- Code of NAACL 2022 "Efficient Hierarchical Domain Adaptation for Pretrained Language Models" paper.☆32Sep 26, 2023Updated 2 years ago
- Code repository for the AISTATS 2021 paper "Towards Understanding the Optimal Behaviors of Deep Active Learning Algorithms"☆15Mar 20, 2021Updated 4 years ago
- Codebase, data and models for hallucination of pruned models☆16Jan 11, 2025Updated last year
- This is the code of paper ``Contrastive Coding for Active Learning under Class Distribution Mismatch'' with python.☆28Jan 5, 2023Updated 3 years ago
- ☆13Jul 26, 2023Updated 2 years ago
- ☆13Feb 14, 2022Updated 4 years ago
- ☆35May 30, 2022Updated 3 years ago
- Active learning in NLP☆14Dec 14, 2022Updated 3 years ago
- Data and code for "Understanding Linearity of Cross-Lingual Word Embedding Mappings" (TMLR 2022)☆12Jun 8, 2022Updated 3 years ago
- EMNLP 2021 - Frustratingly Simple Pretraining Alternatives to Masked Language Modeling☆34Nov 21, 2021Updated 4 years ago
- [ACL 2023] The code for our ACL'23 paper Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Pr…☆24Jun 1, 2024Updated last year
- Active learning☆79Feb 8, 2023Updated 3 years ago
- Python source code for EMNLP 2021 Findings paper: "Subword Mapping and Anchoring Across Languages".☆13Sep 17, 2021Updated 4 years ago
- DISTIL: Deep dIverSified inTeractIve Learning. An active/inter-active learning library built on py-torch for reducing labeling costs.☆156Feb 5, 2023Updated 3 years ago
- PyTorch source code of NAACL 2019 paper "An Embarrassingly Simple Approach for Transfer Learning from Pretrained Language Models"☆96Nov 2, 2023Updated 2 years ago
- An implementation of the BADGE batch active learning algorithm.☆212Jun 5, 2024Updated last year
- ☆13Dec 11, 2021Updated 4 years ago
- Uncertainty Quantification with Pre-trained Language Models: An Empirical Analysis☆15Oct 11, 2022Updated 3 years ago
- [NAACL 2022] This is the code repo for our paper `ACTUNE: Uncertainty-based Active Self-Training for Active Fine-Tuning of Pretrained Lan…☆15Nov 16, 2022Updated 3 years ago
- Wasserstein Adversarial Active Learning☆29Jul 6, 2020Updated 5 years ago
- Research framework for low resource text classification that allows the user to experiment with classification models and active learning…☆101Mar 9, 2022Updated 3 years ago
- A unified approach to explain conditional text generation models. Pytorch. The code of paper "Local Explanation of Dialogue Response Gene…☆16Mar 21, 2022Updated 3 years ago
- Tool for sentiment analysis annotation☆13Mar 26, 2025Updated 11 months ago
- Bayesian Deep Active Learning for Natural Language Processing Tasks☆146Nov 24, 2018Updated 7 years ago
- Python source code for EMNLP 2020 paper "Reusing a Pretrained Language Model on Languages with Limited Corpora for Unsupervised NMT".☆35Mar 16, 2022Updated 3 years ago
- Guide for the slp group on how to use the Grnet cluster☆11Apr 16, 2020Updated 5 years ago
- ☆11Jun 18, 2023Updated 2 years ago
- Random feature latent variable models in Python☆23Jul 23, 2023Updated 2 years ago
- This repository contains the two datasets introduced in the paper "Making Science Simple: Corpora for the Lay Summarisation of Scientific…☆27May 13, 2024Updated last year
- PyTorch code for the RetoMaton paper: "Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval" (ICML 2022)☆76Jul 16, 2022Updated 3 years ago
- A list of papers on Active Learning and Uncertainty Estimation for Neural Networks.☆66Jun 26, 2020Updated 5 years ago
- Official Code for 'EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification' - NAACL 2022☆23May 9, 2022Updated 3 years ago
- Companion repository to "Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models"☆14May 31, 2023Updated 2 years ago
- This is the code repo for Findings of EMNLP2022 paper: MICO: a multi-alternative contrastive learning framework for commonsense knowledg…☆10Nov 29, 2022Updated 3 years ago