Unverified50% confidenceBenchmarkExact time
On the Terminal Bench benchmark, a model whose underlying weights were unchanged but whose framework was improved rose in ranking from outside the top thirty to the top five.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/24/2026
First Seen
Valid until: 10/22/2026
Sources
Related Claims
Unverified在Terminal Bench上，某个模型在模型本身不动、只改框架的情况下，排名从三十名开外冲进前五78% similarUnverifiedExperiments by the Long-Term team showed that using the same model with only adjustments to rule constraints and the memory system raised the score from 52.8% to 66.5%, jumping the ranking from Top 30 to Top 5.64% similarUnverified在小样本LoRA训练中，rank值设置存在偏差-方差权衡，实践中rank=4至32是常见的安全区间61% similarUnverifiedPerception Bench uses a reverse design approach, extracting questions that all top models answered incorrectly from more than 40 existing benchmarks.60% similar
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