Unverified50% confidenceFactExact time
Experiments show that of about 300 messages per round, only 20 are work requests, and after three filtering stages the vast majority of noise does not enter the model.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/4/2026
First Seen
Valid until: 2/2/2027
Sources
Related Entities
Related Claims
Unverified20 samples are insufficient to support a reliable multi-class model, and forcing subdivision will introduce noise and overfitting.70% similarUnverifiedWhen given no hand information at all, all four models chose "no particular feeling" across all 30 questions, indicating that the emergence of a feeling requires concrete hand materials to trigger it.69% similarUnverifiedModels that only read the call transcripts passed 29 of the 31 contradictory cases.68% similarUnverifiedIn the experiments, the task resolution rate was 17% for zero-shot generation, 27% for generic self-correction, 23% for error-only feedback, and 90% for diagnostic counterexample feedback (A-CEGIS).68% similarUnverifiedSupport messages usually have only a dozen to a few dozen tokens each, and the total length after concatenating 50 of them is often still far below the model's limit, so there is little pressure on context window capacity.67% similar
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