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cs.CL 1

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2026 1

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CONDITIONAL 1

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The Bitter Lesson of Tool Calling

cs.CL · 2026-08-06 · conditional · novelty 5.0

Programmatic tool calling, where models write Python stubs instead of JSON tool calls, matches or beats JSON tool calling on BFCL v4 in 11 of 14 models, but the gains depend on benchmark design and model generation.

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  • The Bitter Lesson of Tool Calling cs.CL · 2026-08-06 · conditional · none · ref 6

    Programmatic tool calling, where models write Python stubs instead of JSON tool calls, matches or beats JSON tool calling on BFCL v4 in 11 of 14 models, but the gains depend on benchmark design and model generation.