Unverified50% confidenceBenchmarkExact time
The ThinkingBox benchmark, released by Microsoft researchers and Hugging Face, contains 507 real business process tasks, with each task run 20 times.
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Long-term
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10/11/2026
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UnverifiedIn ThinkingBox, each task is executed independently 20 times, each starting from a clean backend initial state, requiring each model to run 10,140 trials.73% similarVerifiedFor a complex Agent task involving a 10-step plan, the actual token consumption may be 20 to 50 times that of a single conversation.63% similarUnverifiedPilot experiments had three coding agents and eight models each run eight 20-minute single-pass tasks, with label-aware F1 showing extremely high variance ranging from 0.143 to 0.892.62% similarUnverifiedIn a coding task test, the model implemented a Python streaming response parser; all 14 self-tests passed on the first attempt, the actual task took approximately 49.94 seconds in total, and an independent re-run of 14 tests plus 4 additional checks all passed.62% similarUnverified开发者运行了20个批次、每批200次试验，共计4000次尝试，每次使用不同随机种子，按KL散度挑选最优候选61% similar
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