Text Classification
Transformers
Safetensors
English
qwen3_5_moe
image-text-to-text
system-one
typed-decisions
decision-model
calibrated-probabilities
jev
noul
choice
score
mixture-of-experts
vllm
Eval Results (legacy)
Eval Results
Instructions to use autotrust/JEV-35B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use autotrust/JEV-35B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="autotrust/JEV-35B")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("autotrust/JEV-35B") model = AutoModelForMultimodalLM.from_pretrained("autotrust/JEV-35B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download calibration.json from autotrust/JEV-35B: direct link, hf CLI and curl.
- Browser
- Download file 1 kB
-
https://huggingface.co/autotrust/JEV-35B/resolve/main/calibration.json
- Command line
-
hf download hf://autotrust/JEV-35B/calibration.json
-
curl -L -o calibration.json https://huggingface.co/autotrust/JEV-35B/resolve/main/calibration.json
1 kB
| { | |
| "version": 1, | |
| "per_kind": { | |
| "noul": 0.983979670366565, | |
| "choice": 1.0115124406428329, | |
| "score": 1.008403419963151 | |
| }, | |
| "per_kind_family": {}, | |
| "fit": { | |
| "noul": { | |
| "n": 4363, | |
| "T": 0.983979670366565, | |
| "kl_before": 0.004300639498978853, | |
| "kl_after": 0.00427919439971447 | |
| }, | |
| "choice": { | |
| "n": 3418, | |
| "T": 1.0115124406428329, | |
| "kl_before": 0.046341050416231155, | |
| "kl_after": 0.04631193354725838 | |
| }, | |
| "score": { | |
| "n": 3173, | |
| "T": 1.008403419963151, | |
| "kl_before": 0.021142877638339996, | |
| "kl_after": 0.021123597398400307 | |
| } | |
| }, | |
| "diagnostic_calibration_split": { | |
| "raw": { | |
| "kl": 0.022297216579318047, | |
| "ece": 0.0016246170502020668, | |
| "mce": 0.005739197134971619 | |
| }, | |
| "calibrated": { | |
| "kl": 0.02227400615811348, | |
| "ece": 0.001566420234596945, | |
| "mce": 0.005105331540107727 | |
| } | |
| }, | |
| "source": "checkpoints/s2_q35moe_ts/last", | |
| "fit_rows": 10954, | |
| "d1_excluded": true | |
| } |