Exploring Extrinsic and Intrinsic Properties for Effective Reasoning with Code Interpreter
Venue
Published in arXiv.
Publication Details
Full details and resources for the selected publication.
Exploring Extrinsic and Intrinsic Properties for Effective Reasoning with Code Interpreter
Abstract
This study characterizes effective Code Interpreter reasoning through crucial tokens and code-specific cognitive behaviors. Stronger models exhibit more verification, backtracking, and backward chaining. Experiments examine token injection during inference and behavior augmentation during supervised fine-tuning and reinforcement learning, finding improvements in selected reasoning tasks and models alongside limits to generalization. The analysis also examines overthinking and token efficiency.








































