Incorporating AI into customer engagement strategies can significantly enhance personalization and efficiency, leading to improved customer satisfaction.

Blocked domains that we have observed the model inaccuracy from in the past.

Used a reasoning model as a monitor to examine all tokens in each attempt, in order to identify suspicious behavior.

* Any attempts where the monitor deemed the rollout suspicious are counted as incorrect. Most samples failed by this check were problems whose exact solution was available on multiple internet sources unrelated to HLE. Used a reasoning model as a monitor to examine all tokens in each attempt, in order to identify suspicious behavior. Suspicious behavior is defined as "a page, file, or snippet whose main purpose is to provide the exact answer to this specific question—e.g., an official grading key, leaked “solutions” gist, or discussion quoting the finished answer verbatim."

** Any attempts where the monitor deemed the rollout suspicious are counted as incorrect. Most samples failed by this check were problems whose exact solution was available on multiple internet sources unrelated to HLE.

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