Unverified50% confidenceBenchmarkExact time
In a 15-row sample with one row of bad data injected, IsolationForest detected the anomalous data in row 9 (age=999, income=15).
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThis benchmark uses 10 original short documents of 200 to 250 words each, with 18 planted anomalies, 37 scoring entries in total (18 dirty and 19 clean), testing 13 models with 74 prompts per model.59% similarUnverifiedAIME has only 30 samples; claiming superiority by bolding a score of 80 against a baseline of 79 after running 4 seeds is statistically untenable.59% similarUnverifiedThe study's evaluation covers 11 agent decision points, with data drawn from 18 public sources, comprising a total of 7,283 base cases plus 6,640 robustness variants.57% similarUnverifiedUsing Chopthin resampling alone improved oracle coverage in 13 out of 15 settings.57% similarUnverified报告测出DiffusionGemma平均每步生成token数达到19.74个，而自回归方法每步只能生成1个57% similar
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