Unverified50% confidenceFactExact time
rwxmap chooses the stricter label when uncertain (fail-safe principle), and overly permissive errors account for less than 1% of results.
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 preference data that RLHF relies on has systematic flaws such as low inter-annotator agreement, position bias, and length bias.73% similarUnverifiedFor novel inputs that annotators have never seen, the judgment of RLHF's reward model degenerates into extrapolation, and the reliability of extrapolation cannot be guaranteed.69% similarUnverifiedLLMs have a strong tendency toward error tolerance and completion, and when faced with misaligned table data they typically do not report errors but instead produce seemingly reasonable inferences based on the erroneous data.66% similarUnverifiedEven with instruction fine-tuning or RLHF alignment, underlying register bias is difficult to fully eliminate, because alignment data is also predominantly in standard registers.65% similarUnverifiedA better domain classifier can sometimes instead produce a worse miscoverage rate estimate.63% similar
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