Unverified50% confidenceFactExact time
The researchers used 15 runs to evaluate the frequency with which the bound holds, rather than relying on a single experiment.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027
Sources
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Related Claims
UnverifiedThe experiment tested 15 frontier models.77% similarUnverifiedThe experiment completed a total of 1,200 code experiments, with each experiment corresponding to one Git commit and one quantitative metric result.62% similarUnverifiedThe benchmark simulates 15 small pipeline scenarios; for each scenario, the ground truth of what actually happened is predetermined, some logs are deliberately removed, and answers are verified by pure code rather than an LLM judge.61% similarUnverifiedThe author reviewed approximately 1,500 detection calls, manually mined false positives, adjusted bounding boxes, and then retrained the model.61% similarUnverifiedThe paper conducted experiments on twelve open-source and closed-source MLLMs.61% similar
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