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Why It Matters
Current large language models (LLMs) increasingly benefit from external tool integration, especially for tasks requiring reliable computation and verification.
Provenance
Discovered via ArXiv and published by ArXiv.
Key Claims
Original description
Current large language models (LLMs) increasingly benefit from external tool integration, especially for tasks requiring reliable computation and verification. Motivated by this, we study calculator tool calling for improving mathematical reasoning on the Countdown task. We first analyze reasoning failures and find that calculation errors account for a substantial portion of incorrect responses. We then construct supervised fine-tuning datasets to teach the model useful tool-use patterns and how to interpret returned outputs. Building on this tool-formatted policy, we apply several on-policy r...
Discovered via ArXiv
Research papers and preprints from arXiv.
Publisher: arxiv.org
ID: http://arxiv.org/abs/2608.28447v1 · Indexed 9 days ago