VERITAS Tool Automates Scientific Research Replication and Verification.

Haokun Liu, Filbert Aurelian Tjiaranata, Chenhao Tan· July 7, 2026 View original

Summary

Researchers introduce VERITAS, a domain-agnostic replication framework that uses CLI coding agents to automate the verification of scientific research. It extracts claims, runs methodologies, resolves issues, and judges claims against experimental evidence, achieving state-of-the-art performance on benchmarks.

The rapid pace of scientific publication, particularly in AI, has outstripped the capacity for thorough review and independent verification. Manual replication of research is slow and costly, leading to a growing need for automated solutions. While existing coding agents automate parts of this process, they are often confined to specific benchmarks. This paper presents VERITAS, a novel, domain-agnostic replication framework designed to address this gap. VERITAS operates using command-line interface (CLI) coding agents. Given a scientific paper, a code repository, or both, the tool systematically extracts the paper's claims, executes the described methodology, and automatically resolves issues encountered during the process. Finally, VERITAS evaluates each claim against the evidence generated from the experiment runs. The output includes an importance-weighted Replication Score, a detailed log of all applied fixes with severity ratings, and the patched codebase. Evaluated on CORE-Bench and ReplicationBench, covering 65 papers across various scientific fields, VERITAS achieved state-of-the-art performance, outperforming strong baselines on all metrics.

Why it matters

For professionals in research, development, and quality assurance, VERITAS offers a powerful tool to accelerate the verification of scientific claims, improve research reproducibility, and enhance trust in published findings.

How to implement this in your domain

  1. 1Explore integrating VERITAS into your research workflow for automated verification of experimental results.
  2. 2Utilize VERITAS to assess the reproducibility of published papers relevant to your field.
  3. 3Develop internal standards for research documentation that facilitate automated replication by tools like VERITAS.
  4. 4Contribute to the development of VERITAS or similar tools to expand their domain applicability.

Who benefits

Scientific ResearchAcademiaAI DevelopmentPharmaceuticalsSoftware Engineering

Key takeaways

  • VERITAS automates the replication and verification of scientific research.
  • It uses CLI coding agents to extract claims, run methods, and resolve issues.
  • The tool provides a Replication Score and a log of applied fixes.
  • VERITAS achieved state-of-the-art performance on multiple benchmarks.

Original post by Haokun Liu, Filbert Aurelian Tjiaranata, Chenhao Tan

"arXiv:2607.02931v1 Announce Type: new Abstract: AI tools are accelerating scientific publication while the systems that review it struggle to keep up, and independent verification of published research has become both harder and more important. As manual replication is slow and e…"

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Originally posted by Haokun Liu, Filbert Aurelian Tjiaranata, Chenhao Tan on X · view source

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