Unverified50% confidenceBenchmarkExact time
DoubtLess outperforms five inference-time baseline methods on seven benchmarks.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/14/2026
First Seen
Valid until: 1/12/2027
Sources
Related Entities
Related Claims
UnverifiedThe author hypothesizes that the hybrid approach produces fewer false positives and more actionable findings than 'asking the LLM whether it looks right', but this hypothesis has not yet been measured.69% similarUnverifiedIn a test covering 8 local models and more than 5000 calls, the wording style of the prompt (plain/normal/florid) had almost no effect on accuracy on non-math tasks, with differences of no more than 4 percentage points for models of 8B and above.68% similarUnverified对比学习中的推远操作只要求负样本相似度低于正样本，并不要求达到-1的极端值67% similarUnverifiedThe model showed the highest confidence (95%) on underdetermined problems (problems with no unique correct answer), exhibiting a reverse calibration phenomenon.66% similarUnverifiedAmong the reasoning levels, the response time at the max level may be several times that of minimal, and it often provides no gain for simple questions, and may even introduce bias due to overthinking.66% similar
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