An Efficient and User-Friendly Scaling Library for Reinforcement Learning with Large Language Models

Official repository for "RLVR-World: Training World Models with Reinforcement Learning", https://arxiv.org/abs/2505.13934

a Python library that uses Reinforcement Learning (RL) to train LLMs.

🐝 SwarmBench: Benchmarking LLMs' Swarm Intelligence

grpo to train long form QA and instructions with long-form reward model

A curated collection of research papers on LLM Tool-Integrated Reasoning (TIR), where LLMs enhance reasoning by interacting with external tools such as calculators, search engines, and code interpreters.

A composable component orchestrator for Reinforcement Learning from Verifiable Rewards (RLVR) training of Large Language Models on reasoning tasks.

A curated collection of papers combining Self-Supervised Learning (SSL) with Reinforcement Learning (RL) in the context of Large Language Models (LLMs), toward autonomous agents in the Era of Experience. Inspired by “Welcome to the Era of Experience” (Silver & Sutton, 2025).

A curated list of papers on implicit-reward reinforcement learning for LLMs — no human feedback, no gold answers, no verifiable rewards.