About this document
Step-Level Cognitive Depth Adaptation For LLM Agents: Think Fast and Slow by Hanna Nasko is a document available to read on EtoBox.
The document presents COGROUTER, a framework designed to enhance large language models (LLMs) by enabling them to dynamically adapt their cognitive depth during multi-turn decision-making tasks. It introduces a two-stage training approach that includes Cognition-aware Supervised Fine-tuning and Cognition-aware Policy Optimization, allowing agents to efficiently allocate cognitive resources based on the complexity of each task step. Experimental results demonstrate that COGROUTER significantly outperforms ex
- Author
- Hanna Nasko
- Language
- EN