Dataset · Hugging Face

SargeDev/jev-distill-corpus-v3

Name: jev-distill-corpus-v3
Creator: SargeDev
License: apache-2.0
Keywords: task_categories:text-classification, language:en, license:apache-2.0, size_categories:100K<n<1M, format:json, modality:text, library:datasets, library:pandas, library:polars, library:mlcroissant, region:us, system-one, typed-decisions, distillation, calibrated-probabilities

Jev Distill Corpus v3 A 740,957-row calibrated typed-decision corpus in the TypeSafe System One schema (noul / choice / score). Built for training small local "System One" judges (fine-tuned BERT-class encoders or small Qwens) that read a state and a typed question and return a calibrated probability distribution in one forward pass. Streams stream rows origin yuri_v3 498,010 Synthetic operational scenarios across 53 domains (business, technical, agent… See the full description on the dataset page: https://huggingface.co/datasets/SargeDev/jev-distill-corpus-v3.

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Author / organization	SargeDev
License (as declared)	apache-2.0
Downloads	4K (as reported by Hugging Face)
Likes	39
Created	21 September 2026
Last updated at source	8 October 2026

system-onetyped-decisionsdistillationcalibrated-probabilitiesnoulchoicescore

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3,967 now (+162 since 2026-10-16). Counts as reported by the source, snapshotted daily by Silytics.

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mradermacher/JEV-27B-VL-Uncensored-GGUFModel · used to train
alanhuangya/OpenJev-4BModel · used to train
prithivMLmods/JEV-27B-GGUFModel · used to train
SargeDev/JEV-27B-Uncensored-GGUFModel · used to train
mradermacher/JEV-27B-Uncensored-GGUFModel · used to train
SargeDev/Solar-JEV-Gemma-embed-2-GGUFModel · used to train
mradermacher/OpenJev-1.7B-GGUFModel · used to train
RinggAI/ringg-router-e2bModel · used to train

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SargeDev/jev-distill-corpusDataset

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