WSNLP / uncertainty_transformers
☆35Updated 2 years ago
Alternatives and similar repositories for uncertainty_transformers:
Users that are interested in uncertainty_transformers are comparing it to the libraries listed below
- Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.☆51Updated last year
- ☆24Updated 2 years ago
- Uncertainty Quantification with Pre-trained Language Models: An Empirical Analysis☆14Updated 2 years ago
- "Understanding Dataset Difficulty with V-Usable Information" (ICML 2022, outstanding paper)☆84Updated last year
- How certain is your transformer?☆25Updated 3 years ago
- Active learning☆78Updated 2 years ago
- [AAAI 2023] This is the code for our paper `Neighborhood-Regularized Self-Training for Learning with Few Labels'.☆12Updated 2 years ago
- Framework for probing tasks☆25Updated 10 months ago
- This is reimplementation of "Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness" in Pyt…☆47Updated 3 years ago
- ☆11Updated 3 years ago
- Mutual Information Predicts Hallucinations in Abstractive Summarization☆12Updated 2 years ago
- Uncertainty-Aware Reliable Text Classification (KDD 2021)☆16Updated 2 years ago
- Code for the EMNLP 2021 Paper "Active Learning by Acquiring Contrastive Examples" & the ACL 2022 Paper "On the Importance of Effectively …☆122Updated 2 years ago
- Teaching Models to Express Their Uncertainty in Words☆36Updated 2 years ago
- ☆24Updated 3 years ago
- ☆20Updated last year
- ☆13Updated 3 years ago
- A framework to train language models to learn invariant representations.☆12Updated 3 years ago
- ☆26Updated last year
- Source code for paper "Contrastive Out-of-Distribution Detection for Pretrained Transformers", EMNLP 2021☆40Updated 3 years ago
- ☆25Updated last year
- ☆28Updated 7 months ago
- ☆11Updated 2 years ago
- Implementation for Variational Information Bottleneck for Effective Low-resource Fine-tuning, ICLR 2021☆38Updated 3 years ago
- This is an official repository for "Artificial Text Detection via Examining the Topology of Attention Maps" presented at EMNLP 2021 confe…☆22Updated last year
- Findings of ACL'2023: Optimizing Test-Time Query Representations for Dense Retrieval☆30Updated last year
- ICLR 2022☆17Updated 2 years ago
- ☆31Updated 3 years ago
- Conformal Language Modeling☆28Updated last year
- This is the oficial repository for "Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts" (EMNLP 2022)☆100Updated 2 years ago