2h ago

New Method Enables Sample-Efficient Evaluation of Five-Nines LLM Reliability

โ€”โ€”0โ€”โ€”
Original post

AI Evaluation starts maturing @EungyeupKim @vash_tiwari @chenchenygu @DaniloJRezende raised the issues in problems in evaluating rare but critical issues, only occuring 99.999% of the times Researchers usually see this as solved, when production meets it, you think again

8:37 AM ยท May 21, 2026 View on X

In this paper https://www.alphaxiv.org/abs/2605.11209 They state that obviously, it is expensive to evaluate enough to find something so rare. And hence they suggest that tendencies and difficulties are not random

Leshem (Legend) Choshen ๐Ÿค–๐Ÿค—Leshem (Legend) Choshen ๐Ÿค–๐Ÿค—@LChoshen

AI Evaluation starts maturing @EungyeupKim @vash_tiwari @chenchenygu @DaniloJRezende raised the issues in problems in evaluating rare but critical issues, only occuring 99.999% of the times Researchers usually see this as solved, when production meets it, you think again

3:37 PM ยท May 21, 2026 ยท 377 Views
3:37 PM ยท May 21, 2026 ยท 61 Views
New Method Enables Sample-Efficient Evaluation of Five-Nines LLM Reliability ยท Digg