Unverified50% confidenceFactExact time
Among the benchmark's reported cases, 1 case in the dev set, 0 in the first batch, and 1 in the second batch mentioned the company name.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/17/2026
First Seen
Valid until: 10/31/2026
Sources
Related Entities
Related Claims
UnverifiedIn few-shot scenarios (e.g., approximately 20 samples per class), multi-class subdivision should be abandoned, all defects should be collapsed into a binary classification problem (defective/non-defective), and specific classification should be left to manual post-processing.59% similarUnverifiedThe less-than-1% figure in the article comes from a single source, reflecting the personal practice of a cutting-edge developer rather than the general state of the industry.57% similarUnverifiedEach model was paired with four prompt types—zero-shot, few-shot, chain-of-thought, and few-shot plus chain-of-thought—each in two groups, producing approximately 52,000 labels in total.56% similarUnverifiedOn the real registry (2.58 million companies, all passing the check digit), for each of 300,000 registered numbers one digit was corrupted: the check digit caught 95.6%, the query caught 4.1%, and 0.29% would land on another real company.52% similarUnverifiedThe coverage gate benchmark run found only 8 of the 20 cases, failing to meet the pass condition.52% similar
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