Unverified50% confidenceFactExact time
The TCSExam evaluation process produced improved solver outputs, mathematical constructions, and independently verified special cases and bounds obtained from attempts on open conjectures.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/6/2026
First Seen
Valid until: 2/4/2027
Sources
Related Entities
Related Claims
UnverifiedTCSExam is a unified benchmark covering research capabilities across the full spectrum of theoretical computer science (TCS), comprising four parallel tracks: theorem proving, solver engineering, construction, and direct attempts to resolve open conjectures.80% similarUnverifiedIn TCSExam, the Lean kernel serves as the hard judge for the theorem-proving track and some construction tasks, while solver engineering and executable construction tasks are verified by actually running task checkers, and together the two form the objectivity basis of dual verification.76% similarUnverifiedTest-time scaling yields significant gains on verifiable tasks such as math and code, because the extra computation can be paired with a verifier to filter out correct answers; but when reliable verification signals are lacking, more sampling merely draws repeatedly from within the error distribution.68% similarUnverifiedBuilt-in evaluators cover general quality dimensions, such as the helpfulness, relevance, and correctness of answers, and are ready to use out of the box.68% similarUnverifiedThe complete workflow for writing a feature is: /plan to produce a plan, TDD Guide to write tests first, Code Reviewer to review, Verification to gather evidence for acceptance, and /retrospect for a retrospective.68% similar
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