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ResearchSeptember 22, 2026

Decoupling Internal Representational Changes and Causal Importance in Fine-Tuned Large Language Models

Fine-tuning has emerged as a widely adopted approach for adapting LLMs to a variety of downstream tasks. However, how it reshapes their internal mechanisms remains poorly understood. To address this, we investigate how fine-tuning alters internal representations in LLMs,…

Lingfang Li, Procheta Sen, Shubham Das, Danushka Bollegala·arXiv — cs.AI
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Key Takeaways
  • 01.Fine-tuning has emerged as a widely adopted approach for adapting LLMs to a variety of downstream tasks
  • 02.However, how it reshapes their internal mechanisms remains poorly understood
  • 03.To address this, we investigate how fine-tuning alters internal representations in LLMs,…

This material is provided as an extended analytical summary.

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