satrams / rent-rlLinks
RENT (Reinforcement Learning via Entropy Minimization) is an unsupervised method for training reasoning LLMs.
☆41Updated 2 months ago
Alternatives and similar repositories for rent-rl
Users that are interested in rent-rl are comparing it to the libraries listed below
Sorting:
- Official implementation of Bootstrapping Language Models via DPO Implicit Rewards☆46Updated 8 months ago
- Exploration of automated dataset selection approaches at large scales.☆53Updated 10 months ago
- This is an official implementation of the Reward rAnked Fine-Tuning Algorithm (RAFT), also known as iterative best-of-n fine-tuning or re…☆38Updated last year
- ☆46Updated 3 months ago
- [ICML 2025] Teaching Language Models to Critique via Reinforcement Learning☆119Updated 8 months ago
- Code for ICLR 2025 Paper "What is Wrong with Perplexity for Long-context Language Modeling?"☆107Updated 3 months ago
- Code for "Reasoning to Learn from Latent Thoughts"☆124Updated 9 months ago
- Official repository for ACL 2025 paper "Model Extrapolation Expedites Alignment"☆76Updated 7 months ago
- Directional Preference Alignment☆58Updated last year
- B-STAR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners☆85Updated 7 months ago
- The official repository of "Improving Large Language Models via Fine-grained Reinforcement Learning with Minimum Editing Constraint"☆39Updated 2 years ago
- [NeurIPS'24] Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models☆65Updated last year
- Code for "Language Models Can Learn from Verbal Feedback Without Scalar Rewards"☆55Updated last week
- [ICLR 2025] SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction☆86Updated 9 months ago
- [ACL 2025] Are Your LLMs Capable of Stable Reasoning?☆32Updated 5 months ago
- RL with Experience Replay☆51Updated 5 months ago
- ☆69Updated 7 months ago
- [EMNLP 2024] Source code for the paper "Learning Planning-based Reasoning with Trajectory Collection and Process Rewards Synthesizing".☆83Updated 11 months ago
- Code accompanying the paper "Noise Contrastive Alignment of Language Models with Explicit Rewards" (NeurIPS 2024)☆58Updated last year
- ☆50Updated 11 months ago
- Self-Supervised Alignment with Mutual Information☆20Updated last year
- ☆23Updated last year
- A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models☆70Updated 10 months ago
- Reinforcing General Reasoning without Verifiers☆93Updated 6 months ago
- [NAACL 2025] A Closer Look into Mixture-of-Experts in Large Language Models☆57Updated 11 months ago
- Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering☆63Updated last year
- A Sober Look at Language Model Reasoning☆92Updated last month
- From Accuracy to Robustness: A Study of Rule- and Model-based Verifiers in Mathematical Reasoning.☆24Updated 3 months ago
- [𝐄𝐌𝐍𝐋𝐏 𝐅𝐢𝐧𝐝𝐢𝐧𝐠𝐬 𝟐𝟎𝟐𝟒 & 𝐀𝐂𝐋 𝟐𝟎𝟐𝟒 𝐍𝐋𝐑𝐒𝐄 𝐎𝐫𝐚𝐥] 𝘌𝘯𝘩𝘢𝘯𝘤𝘪𝘯𝘨 𝘔𝘢𝘵𝘩𝘦𝘮𝘢𝘵𝘪𝘤𝘢𝘭 𝘙𝘦𝘢𝘴𝘰𝘯𝘪𝘯…☆51Updated last year
- Long Context Extension and Generalization in LLMs☆62Updated last year