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Six Dimensions, No Universal Ranking: What HexEval Changes About Scholar Assessment

TL;DR for operators Research organizations rarely need one answer to the question “Who is the better scholar?” A hiring committee may care about research rigor and methodological originality; a technology-transfer office may care about usable software or patented inventions; a promotion committee may also care about sustained intellectual direction and accumulated impact. Combining those signals into one number makes comparison easier, but it also hides which evidence actually drove the decision. ...

August 26, 2026 · 7 min · Zelina
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When AI Becomes the Reviewer: Pairwise Judgment at Scale

A committee has one expensive problem before it has any philosophical problem: too many proposals, too little time, and no clean way to know whether Proposal 17 was actually better than Proposal 42. So the usual system does what institutions often do when the task is too large to compare directly. It fragments the work. A few reviewers score a few proposals. Their scores are averaged. A ranked list appears. Everyone pretends the number is more stable than the process that produced it. ...

December 12, 2025 · 16 min · Zelina