Jev-guided sparse attention for MiniMax H3

Also filed under Research & data

1. 0620

   Jev Score: rubrics, scores and confidence

   A worked guide to Jev's Score primitive: writing a request, defining rubric levels, reading recorded probabilities and the weighted-score math.

   Jev Trader · Research & data

   Jev Trader

   Guide

   Research & data

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2. 0614

   Bot journey classification in WebDecoy

   Sends a detected bot's last 48 request paths to Jev, which picks what it's after (prices, articles…) and how it crawls (pagination, IDs…), or unknown.

   WebDecoy · Research & data

   WebDecoy

   Resource

   Research & data

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3. 0610

   Fake / Real: link fact-checker with Jev as judge

   Paste an article or post link. Fake / Real extracts its claims, finds outside evidence, and has Jev judge whether the evidence supports or contradicts each one.

   @DansiDanutz · Research & data

   @DansiDanutz

   Site

   Research & data

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4. 0609

   AutoRubric: rubric-based evaluation

   Combines rubric science and LLM-as-a-judge research to grade outputs with AI judges: LLMs, decision models like Jev, or both.

   @deliprao · Research & data

   @deliprao

   Site

   Research & data

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