fine-tuning-large-corpus-real-api-call-traces-markedly-improves CLM-0049
mechanismsingle paperReviewed by AI and Russ Miller

Fine-tuning on a large corpus of real API-call traces markedly improves multi-tool task completion in open models.

Capability: Using the tools it is given

Sources

Reviewed by AI and Russ MillerLast checked: 2026-09-03Evidence activityHow much the field cites the sources under this claimvery heavily cited in the last 12 months1000+ in 12mo · 2160 total — ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Either way, bring evidence: a link, or what you saw.

Disagreeing is the most useful thing you can do here. Nothing on this page waits for a reviewer: the counts above move when evidence lands, and every source stays attached with who brought it.

Related claims