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AI Coscientist

Train LLMs to generate high-quality research plans via rubric-based RL without requiring experimental verification. Extracts research goals and domain-specific rubrics from scientific papers, uses frozen model as grader with 12-22% relative improvements, achieves human-expert preference 70% of time with strong cross-domain generalization.

adu2021 dac4f2f 966 B Updated
AI & ML

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Overview

Automated research plan generation using extractable domain knowledge from papers.

Core Technique

Rubric Extraction and Grading:

# Extract from papers
research_rubrics = extract_rubrics_from_papers(papers)

# Grade via frozen model
grade = frozen_model.score(generated_plan, rubrics)

# GRPO training on grade signal

When to Use

Use when: Research automation, domain-specific planning, cross-domain generalization.

References

  • Rubric extraction from scientific papers
  • Frozen model as grader
  • Self-reward GRPO training

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