Rolling Benchmarks - Evaluating AI Agents on Unseen GitHub Repos
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Rolling Benchmarks - Evaluating AI Agents on Unseen GitHub Repos
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Static benchmarks are prone to leaderboard hacking and training data contamination, so how about a dynamic/rolling benchmark?
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Static benchmarks are prone to leaderboard hacking and training data contamination, so how about a dynamic/rolling benchmark?
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By limiting submissions to only freshly published code, we could evaluate based on consistency over time with rolling averages instead of finding agents overfit to a static benchmark.
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By limiting submissions to only freshly published code, we could evaluate based on consistency over time with rolling averages instead of finding agents overfit to a static benchmark.
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Can rolling benchmarks bring us closer to evaluating agents in a way more closely aligned with their real-world applications? Perhaps a new direction for agent evaluation? 
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Can rolling benchmarks bring us closer to evaluating agents in a way more closely aligned with their real-world applications? Perhaps a new direction for agent evaluation? 
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Would love to hear what you think about this!
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Would love to hear what you think about this!
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More on reddit: 
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More on reddit: 
https://www.reddit.com/r/LocalLLaMA/comments/1nmvw7a/rolling_benchmarks_evaluating_ai_agents_on_unseen/
https://www.reddit.com/r/LocalLLaMA/comments/1nmvw7a/rolling_benchmarks_evaluating_ai_agents_on_unseen/
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Rolling Benchmarks - Evaluating AI Agents on Unseen GitHub Repos

Static benchmarks are prone to leaderboard hacking and training data contamination, so how about a dynamic/rolling benchmark?

By limiting submissions to only freshly published code, we could evaluate based on consistency over time with rolling averages instead of finding agents overfit to a static benchmark.

Can rolling benchmarks bring us closer to evaluating agents in a way more closely aligned with their real-world applications? Perhaps a new direction for agent evaluation? 

Would love to hear what you think about this!
More on reddit: https://www.reddit.com/r/LocalLLaMA/comments/1nmvw7a/rolling_benchmarks_evaluating_ai_agents_on_unseen/
👀
terry-remyx salma-remyx John6666