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Notes on post-training
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Agent Error Dataset: Scaling 50,000 Error--Diagnosis Pairs for Failure Analysis and Error-Aware Post-Training
The preprint introduces 50,228 error-diagnosis pairs from 9,961 tasks across 33 environments, 19 harness families, and 23 policy models. Its Agentic Error-to-Training pipeline preserves traces and execution metadata…
Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals
The researchers propose a new method called Proxy-guided Update Signal Transfer (PUST) for improving the domain-specific capabilities of large language models (LLMs). Instead of using the primary model for exploration…
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