Text Classification
Transformers
Safetensors
English
qwen3_5_text
text-generation
system-one
system-two
blocks-of-experts
typed-decisions
decision-model
calibrated-probabilities
knowledge-distillation
jev
noul
choice
score
lora
qwen3_5
dual-head
vllm
multimodal
vision
computer-use
robotics
Eval Results (legacy)
Instructions to use autotrust/JEV-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use autotrust/JEV-9B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="autotrust/JEV-9B")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("autotrust/JEV-9B") model = AutoModelForCausalLM.from_pretrained("autotrust/JEV-9B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download calibration.json from autotrust/JEV-9B: direct link, hf CLI and curl.
- Browser
- Download file 1.01 kB
-
https://huggingface.co/autotrust/JEV-9B/resolve/main/calibration.json
- Command line
-
hf download hf://autotrust/JEV-9B/calibration.json
-
curl -L -o calibration.json https://huggingface.co/autotrust/JEV-9B/resolve/main/calibration.json
1.01 kB
| { | |
| "version": 1, | |
| "per_kind": { | |
| "noul": 1.0022178236691426, | |
| "choice": 0.9840233476014968, | |
| "score": 1.012184473350984 | |
| }, | |
| "per_kind_family": {}, | |
| "fit": { | |
| "noul": { | |
| "n": 4363, | |
| "T": 1.0022178236691426, | |
| "kl_before": 0.004595278762280941, | |
| "kl_after": 0.0045948573388159275 | |
| }, | |
| "choice": { | |
| "n": 3418, | |
| "T": 0.9840233476014968, | |
| "kl_before": 0.04468083754181862, | |
| "kl_after": 0.04462483152747154 | |
| }, | |
| "score": { | |
| "n": 3173, | |
| "T": 1.012184473350984, | |
| "kl_before": 0.022512147203087807, | |
| "kl_after": 0.022472143173217773 | |
| } | |
| }, | |
| "diagnostic_calibration_split": { | |
| "raw": { | |
| "kl": 0.02229316346347332, | |
| "ece": 0.0014972193181917403, | |
| "mce": 0.0034518837928771973 | |
| }, | |
| "calibrated": { | |
| "kl": 0.02226393297314644, | |
| "ece": 0.0013502779446837457, | |
| "mce": 0.005257606506347656 | |
| } | |
| }, | |
| "source": "checkpoints/s2_9b_epoch1/best", | |
| "fit_rows": 10954, | |
| "d1_excluded": true | |
| } |