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Jev Is Not an LLM: Returns Typed Answers and Probabilities, Wins Citation Benchmark

Jev is not an LLM; it returns a typed answer and a probability, not text. In 42 citation checks against GPT-5.4, Sonnet 5 and Gemini 3.1 Pro, Jev won the real published sentences 77.8% to 66.7% at 1/50th the cost. Includes GitHub benchmark repo.

Jev is not an LLM. It returns a typed answer and a probability, no text. 42 citation checks vs GPT-5.4, Sonnet 5 and Gemini 3.1 Pro. They won the easy half 100%. It won the real published sentences, 77.8% to 66.7%, at 1/50th the cost. https://github.com/TheWayWithin/jev-bench…

Jev Is Not an LLM: Returns Typed Answers and Probabilities, Wins Citation Benchmark 1
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