jevbench.app replays recorded Jev answers on labeled examples, and one test is 20 of 21

This topic was created 28 days ago, and the information it contains may have evolved or changed since then.

Yusuke posted jevbench.app, a playground of unit tests for questions you have already labeled. The lead-qualification set is 21 examples, 10 yes and 11 no, recorded September 27. The index says Jev matched 20 of 21, and the miss is a yes at 0.51 on a post a human marked no. Opening a test makes no new model call. This is not Florian S's JevBench. We did not rescore the file.

Yusuke, @yusukelp, posted a soft launch on September 28. The product is jevbench.app. A test pairs one Jev question with examples a person has already labeled, then shows where the recorded answer disagrees. The page says the playground stores real Jev runs and that opening a test makes no new model call. There is no signup. The posts and the two pages we opened do not link a GitHub repository. The name collides with Florian S’s JevBench, the 534-decision board. This one does not publish a composite, a sealed set, or a price.

The index prints one score. On lead qualification, Jev matched 20 of 21 human labels. The miss is quoted on the page: “I need a cheaper alternative to Klaviyo. In my article today I compare five options for readers.” The human label is no. Jev’s recorded answer is yes, score 0.51. The test page says the set is 21 examples, 10 labeled yes and 11 labeled no, recorded September 27, 2026. The question is whether the person is actively looking for help with an email marketing or deliverability problem that an email product could solve. Yes means a current problem or a shopping trip. No means commentary, promotion, or praise without buying intent. A visitor can move a decision line across the recorded scores. We did not move it, and we did not export the 21 rows.

Seven more tests are linked from the same index: support triage, content moderation, directory submissions, email triage, customer feedback, scraped-data relevance, and human-review routing. Each has a one-line definition of yes. The index does not print a match count for any of them. The only fraction we read off the site is the 20 of 21. A later measurement of sexual text, on a different set, is jevmod.

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Editorial notes evaluating claims against primary sources, contextualizing findings alongside related implementations, and defining technical terms.

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Posts by @yusukelp, September 28, 14:44 UTC. The playground at jevbench.app says each test pairs a question with human labels and that opening one makes no new Jev call. Lead qualification: 21 examples, 10 labeled yes and 11 labeled no, recorded September 27, 2026.

The index page prints "Jev matched 20 of 21 human labels" and shows one disagreement, human no and Jev yes, score 0.51, on a sentence about comparing five Klaviyo alternatives in an article. The question is whether the person is actively looking for help with email marketing or deliverability.

Seven other tests are linked from the index. The index does not print a match count for those seven. No GitHub URL in the posts or on the two pages we opened. We did not move the decision line or export the scores.

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Florian S's JevBench is the 534-decision board at benchmarkheaven.com, now v1.4.2.2. Yusuke's site uses the same name for a different object: recorded answers on small labeled sets, no composite, no sealed items. The 20 of 21 is one of those sets.

Terms

20 of 21
Lead qualification on jevbench.app. 10 human yeses and 11 human nos, recorded September 27, 2026. The printed miss is Jev yes at 0.51 where the human label is no.
jevbench.app
Yusuke's playground of recorded Jev runs. It is not fstandhartinger/jevbench and not the Benchmark Heaven ranking.

Sources

  1. Yusuke, soft launch
  2. Yusuke, the playground link
  3. Playground
  4. Lead qualification, 21 examples