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title: "Repro — CapBencher: Give Your LLM Benchmark a Built-in Alarm for Test-Set Overfitting (formerly “How Can I Publish My LLM Benchmark Without Giving the True Answers Away?”)"
emoji: 🎯
colorFrom: yellow
colorTo: red
sdk: static
pinned: false
tags:
- trackio
- trackio-logbook
- open-experiment
- icml2026-repro
- paper-oCNT5PcMSQ
---
# Repro — CapBencher: Give Your LLM Benchmark a Built-in Alarm for Test-Set Overfitting (formerly “How Can I Publish My LLM Benchmark Without Giving the True Answers Away?”)
An open experiment logbook, published with [Trackio](https://github.com/gradio-app/trackio).
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