gersteinlab / ML-BenchLinks
ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code (https://arxiv.org/abs/2311.09835)
☆318Updated 5 months ago
Alternatives and similar repositories for ML-Bench
Users that are interested in ML-Bench are comparing it to the libraries listed below
Sorting:
- Pytorch Library for Relational Table Learning with LLMs.☆438Updated last week
- EvaLearn is a pioneering benchmark designed to evaluate large language models (LLMs) on their learning capability and efficiency in chall…☆431Updated 3 months ago
- [AAAI'26, Oral] Code for "Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learni…☆43Updated 6 months ago
- [EMNLP 2024] DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models☆89Updated last week
- MPLSandbox is an out-of-the-box multi-programming language sandbox designed to provide unified and comprehensive feedback from compiler a…☆180Updated 9 months ago
- Code Efficiency Benchmark☆84Updated 8 months ago
- A library for generating difficulty-scalable, multi-tool, and verifiable agentic tasks with execution trajectories.☆177Updated 6 months ago
- Official implementation of RARE: Retrieval-Augmented Reasoning Modeling☆186Updated 7 months ago
- ☆254Updated 2 weeks ago
- [TMLR'25] The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning☆53Updated 9 months ago
- [EMNLP'25] s3 - ⚡ Efficient & Effective Search Agent Training via RL for RAG (RLVR for Search with Minimal Data)☆804Updated 2 months ago
- ☆239Updated 2 weeks ago
- [ACL'25] Code for "Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering"☆20Updated 5 months ago
- [ICML 2025] "SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator"☆559Updated 5 months ago
- [NeurIPS 2025🔥]Main source code of SRPO framework.☆186Updated last month
- [NeurIPS2024] Twin-Merging: Dynamic Integration of Modular Expertise in Model Merging☆139Updated 10 months ago
- [ACL 2025 Findings] MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs https://aclanthology.org/202…☆234Updated 2 months ago
- ☆104Updated 7 months ago
- Open source code for Paper: Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions☆200Updated last month
- [AAAI 2026 Oral] Official repository for InfiGUI-G1. We introduce Adaptive Exploration Policy Optimization (AEPO) to overcome semantic al…☆127Updated 2 months ago
- SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL☆197Updated 7 months ago
- [EMNLP2025] From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery☆287Updated 2 months ago
- Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning (NeurIPS2025-SEA)☆80Updated 9 months ago
- Tree Search for LLM Agent Reinforcement Learning☆267Updated 3 months ago
- Source code of LogicRAG at AAAI'26.☆161Updated last month
- ☆58Updated 2 months ago
- Marco Search Agent for Realistic and Challenging Agentic Search☆240Updated 2 months ago
- [NeurIPS 2025] A Graph-based LLM Framework for Real-world SE Tasks☆516Updated 4 months ago
- (NeurIPS 2024) AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning☆235Updated 7 months ago
- Scaling In-context Learning from Few-shot to 1,024-shot on Tabular ML☆59Updated last month