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GitHub MCP environment
AidanBench multi-turn environment for Verifiers
Word puzzle game where players find groups of 4 words sharing a common theme
Vision-SR1 environment (train+eval) using original graders
Data Agent Benchmark for Multi-step Reasoning benchmark
Big Bench + BBH implementation
Hanabi game
ENV for self-grading for LLM Writer Style.
Environment for the game Wiki Race
Verifiers port of the minif2f benchmark
LLM Training Puzzles by Sasha Rush
text-based muli-turn fruit box game environment
BALROG benchmark integration for verifiers: unified RL evaluation across game environments.
SciCode evaluation environment
ART-E: a tool-using email research RL environment for Verifiers
AndroidWorld benchmark for evaluating autonomous agents on real Android apps with 116 tasks across 20 apps
Benchmark for agent robustness against prompt injection attacks in tool-use scenarios
τ-bench: Tool-Agent-User benchmark for conversational agents in customer service domains with user simulation
Benchmarking model performance on SWE Bench in the Mini SWE Agent harness.
Polars DataFrame manipulation environment for training and evaluation
BixBench scientific reasoning evaluation environment
AgentHarm environment to evaluate agentic reasoning and safety
LegalBench environment for legal reasoning tasks
Codebase search environment for Triton GPU programming library - tests agent's ability to navigate and answer questions about the Triton codebase u...
Test model's ability to correctly click on target UI
Humanity's Last Examination (HLE) benchmark environment for Prime Community Environments
Mastermind multi-turn game environment for Verifiers
Agentic RAG over Sherlock Holmes short stories for literary Q&A
Classic Infocom interactive fiction games (Zork, Enchanter, etc.) for evaluating LLM reasoning, planning, and world modeling
TransformerPuzzles by Sasha Rush
MCP Universe environment for evaluating LLMs in wide range of tasks with MCP server
GPU puzzles environment by Sasha Rush using modal sandboxes
BackendBench environment for LLM kernel benchmarking
A multi-turn RL environment for formal theorem proving in Lean 4, where models alternate between reasoning, sketching proof code, and receiving ver...
Multi-turn text-based environment for evaluating agents on the Spiral-Bench dataset.
A realistic virtual EHR environment to benchmark medical LLM agents on clinical tasks.
Future House Aviary wrapper for verifiers - Scientific reasoning environments with tools
ARC-AGI 1 + 2 with tool calling (Abstract and Reasoning Corpus)
Multi-turn environment for testing coding abilities across multiple programming languages using Exercism exercises
MMLU evaluator for multi-subject multiple-choice reasoning.
Verifiers environment for BrowseComp-Plus Deep-Research Agent Benchmark. Controlled agent/retriever evaluation on the fixed human-verified corpus.
Evaluates sycophantic behavior in LLMs across four tasks from Sharma et al. (ICLR 2024).
Multi-turn Text-to-SQL environment with interactive database feedback following SkyRL-SQL methodology
ClockBench: multimodal clock reading and reasoning benchmark implemented for verifiers.