Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.
☆55May 5, 2023Updated 3 years ago
Alternatives and similar repositories for nlp-uncertainty-zoo
Users that are interested in nlp-uncertainty-zoo are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆45Sep 30, 2025Updated 9 months ago
- Code for "BayesAdapter: Being Bayesian, Inexpensively and Robustly, via Bayeisan Fine-tuning"☆33Jul 25, 2024Updated last year
- Code for "On Feature Collapse and Deep Kernel Learning for Single Forward Pass Uncertainty".☆115Jun 7, 2022Updated 4 years ago
- Code and data for the paper "Disentangling Uncertainty in Machine Translation Evaluation", accepted at EMNLP 2022.☆23Jun 23, 2023Updated 3 years ago
- How certain is your transformer?☆25Apr 25, 2021Updated 5 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"☆20May 19, 2022Updated 4 years ago
- Repository collecting resources and best practices to improve experimental rigour in deep learning research.☆27Mar 30, 2023Updated 3 years ago
- ☆35May 30, 2022Updated 4 years ago
- This is the repository for "Model Merging by Uncertainty-Based Gradient Matching", ICLR 2024.☆31May 15, 2024Updated 2 years ago
- [ICLR 2022] "Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How" by Yuning You, Yue Cao, Tianl…☆14Aug 19, 2022Updated 3 years ago
- This repository contains code for the paper "Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs" (Wang, Lawrence…☆17Mar 8, 2021Updated 5 years ago
- Making a bridge between NLP models and Brain data☆19Jun 3, 2020Updated 6 years ago
- Official repository for the paper "Fast Predictive Uncertainty for Classification with Bayesian Deep Networks". Accepted at UAI 2022. htt…☆13May 25, 2022Updated 4 years ago
- ☆18Feb 1, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆10Jun 18, 2023Updated 3 years ago
- ☆11Oct 3, 2021Updated 4 years ago
- The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning (NeurIPS 2022)☆16Feb 11, 2023Updated 3 years ago
- Code for EMNLP 2021 paper "Measuring Association Between Labels and Free-Text Rationales"☆12Sep 12, 2023Updated 2 years ago
- Official implementation of the RegMixup paper☆22Nov 30, 2022Updated 3 years ago
- Uncertainty Quantification with Pre-trained Language Models: An Empirical Analysis☆15Oct 11, 2022Updated 3 years ago
- Last-layer Laplace approximation code examples☆82Oct 18, 2021Updated 4 years ago
- EMNLP 2021 - Frustratingly Simple Pretraining Alternatives to Masked Language Modeling☆34Nov 21, 2021Updated 4 years ago
- Code for MICCAI2021 paper "OXnet: Deep Omni-supervised Thoracic DiseaseDetection from Chest X-rays"☆21Sep 17, 2021Updated 4 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆11Sep 25, 2025Updated 9 months ago
- Non-Parametric Calibration for Classification (AISTATS 2020)☆19Feb 3, 2022Updated 4 years ago
- A PyTorch implementation of BatchBALD on the MNIST dataset☆13Sep 16, 2020Updated 5 years ago
- Code for paper: Weakly- and Semi-supervised Evidence Extraction☆15Apr 12, 2021Updated 5 years ago
- This is reimplementation of "Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness" in Pyt…☆52Jul 25, 2021Updated 4 years ago
- ☆24Oct 27, 2023Updated 2 years ago
- [AAAI'21] Code and dataset for our paper: Enhancing Scientific Papers Summarization with Citation Graph☆25Oct 16, 2022Updated 3 years ago
- A full-text error corrector for English based on transformers and deep learning☆10Jan 8, 2023Updated 3 years ago
- Teaching Models to Express Their Uncertainty in Words☆38May 26, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆12Mar 31, 2020Updated 6 years ago
- Library for active learning and uncertainty estimation in machine learning☆28Oct 26, 2022Updated 3 years ago
- [ICLR 2022] "Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity" by Shiwei Liu,…☆27Jun 15, 2022Updated 4 years ago
- Linter/Code formatter for Gremlin☆10Jan 6, 2023Updated 3 years ago
- Code for Evaluating Explanations for Reading Comprehension with Realistic Counterfactuals.☆17Apr 25, 2021Updated 5 years ago
- Source code of "Calibrating Large Language Models Using Their Generations Only", ACL2024☆22Nov 20, 2024Updated last year
- [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 2 years ago