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tipsytoadtoday at 7:36 AM1 replyview on HN

I’m not sure I understand the hype around this model. Isn’t this just an llm with a chat template, with the options prefix cached?

  <option>option A</option> <option>option B</option><endofoptions>userprompt<eos>
Then the llm is constrained to a few special tokens indicating the possibilities? e.g. <option1> <option2>

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rene_dtoday at 7:44 AM

To get calibrated probabilities sounds like a very good feature, if they are indeed well calibrated.

And in my experiments even Qwen 3.8 has a hard time to consistenly conform to a schema, requiring retries, JSON cleanup etc, so to have a model of similar quality (SemIf et al) that simply cannot deviate from the schema by construction could be very helpful.

But I still need to experiment with either Jev/SemIf myself.

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