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Learning without Forgetting

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04:00

2026-09-11

machinebrief.com

large-language-models

When Synthetic Data Hurts: On Catastrophic Forgetting in Skill Retrieval for LLM Agents

A production skill router covering 34,396 skills shows that fine-tuning on synthetic data improves in-distribution skill retrieval for LLM agents but causes catastrophic forgetting on real and out-of-…

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Qwen 1 Elastic Weight Consolidation 1 arXiv 1

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large language models 1 ai agents 1 ai research 1 machine learning 1 natural language processing 1