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Research Supervision on Scientist-Bench

2Number of StagesMLR-Copilot
1.882.693.54.31Mar 25, 2026

Evaluation results

MethodLinks
MLR-CopilotGPU=Yes, LLM=GPT-42026.032—
AI Scientist v1GPU=Yes, LLM=Claude Sonnet 3.52026.03315
Agent LabLLM=GPT-4o, GPU=Config.2026.0332.33
Agent LabLLM=o1-preview, GPU=Config.2026.03313.1
AI-ResearcherGPU=Yes, LLM=Gemini 2.5 Pro2026.033—
AI-Supervisor (efficient)GPU=No, LLM=Qwen-72B2026.0358
AI-Supervisor (frontier)GPU=No, LLM=GPT-4o / Claude2026.03550
AI-Supervisor (local)GPU=Consumer, LLM=LLaMA / DeepSeek2026.0350