calibrated-probabilities

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#calibrated-probabilities

Simo

Product Hunt ↗ · 2026-10-07 Cached

Simo 是 Temprl Labs 推出的 System 1.5 判断模型,可通过类型化问题对文本、截图或视频进行查询,在毫秒级内返回经过校准的概率及可执行的数值,定位为'驱动自主软件的判断层'。

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#calibrated-probabilities

autotrust/JEV-27B-VL

Hugging Face Models Trending ↗ · 2026-09-30 Cached

autotrust releases JEV-27B-VL, a vision-enabled version of the JEV-27B model built on Qwen3.8-27B that provides fast calibrated System 1 decisions (via POST /v1/decide) alongside full System 2 reasoning, demonstrated on robot-arm pick-and-place (75% success) and computer-use browser tasks (95% completion).

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#calibrated-probabilities

I trained a 500M VLM that answers typed questions about an image (choice / score / yes-no) with calibrated probabilities. ~400 ms on an M1 Pro, no text generation [P]

Reddit r/MachineLearning ↗ · 2026-09-27 Cached

A small vision-language model that answers typed questions about images with calibrated probabilities, optimized for fast inference on consumer hardware.

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#calibrated-probabilities

@dzhulgakov: Jev is all the hype: people didn’t realize that many classification tasks don’t need frontier LLM What you may also not…

X AI KOLs Timeline ↗ · 2026-09-19 Cached

The blog post describes a practical method for fine-tuning large language models as calibrated classifiers using token probabilities, enabling cost-effective classification tasks with minimal compute resources.

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