Text Classification
jev-style
Safetensors
Transformers
qwen3_5_text
text-generation
decision-model
system-one
calibration
classification
long-context
multilingual
qwen3.5
on-device
llm-routing
guardrails
Instructions to use chaoliangUNSW/Jev-Style-0.8B-Decision-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- jev-style
How to use chaoliangUNSW/Jev-Style-0.8B-Decision-v3 with jev-style:
pip install "jev-style[torch]"
from jev_style import JevStyle, noul, choice js = JevStyle.from_pretrained("chaoliangUNSW/Jev-Style-0.8B-Decision-v3") out = js.decide("I was charged twice for one order.", { "billing": noul("This message is about billing."), "team": choice("Which team should handle it?", ["billing", "shipping", "tech"]), }) print(out["answers"]["team"]["choice"]) - Transformers
How to use chaoliangUNSW/Jev-Style-0.8B-Decision-v3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="chaoliangUNSW/Jev-Style-0.8B-Decision-v3")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("chaoliangUNSW/Jev-Style-0.8B-Decision-v3") model = AutoModelForCausalLM.from_pretrained("chaoliangUNSW/Jev-Style-0.8B-Decision-v3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download figures/multilingual.data.json from chaoliangUNSW/Jev-Style-0.8B-Decision-v3: direct link, hf CLI and curl.
- Browser
- Download file 9.92 kB
-
https://huggingface.co/chaoliangUNSW/Jev-Style-0.8B-Decision-v3/resolve/656ca59be52fd6100eb5dba7bc9e79cddcd09251/figures/multilingual.data.json
- Command line
-
hf download hf://chaoliangUNSW/Jev-Style-0.8B-Decision-v3@656ca59be52fd6100eb5dba7bc9e79cddcd09251/figures/multilingual.data.json
-
curl -L -o multilingual.data.json https://huggingface.co/chaoliangUNSW/Jev-Style-0.8B-Decision-v3/resolve/656ca59be52fd6100eb5dba7bc9e79cddcd09251/figures/multilingual.data.json
9.92 kB
| { | |
| "chart": "multilingual", | |
| "metric": "per-language MASSIVE intent accuracy, argmax over 20 scored options, 100 rows/language", | |
| "sources": { | |
| "v3": "runs/macjev/received/20260924-0313/evals/main/test/massive51.jsonl", | |
| "laya_multilingual": "runs/macjev/laya_baselines/multilingual/massive51.jsonl", | |
| "chart_data_entry": "chart_data.json#massive51.per_language (re-verified against raw files)" | |
| }, | |
| "protocol": "14 trained + 37 locales held out of MASSIVE training for v3; held-out for all Laya checkpoints. Laya numbers: official checkpoints re-run by us on identical rows, shipped temperatures. Wilson 95% CI per language (n=100)", | |
| "chance": 0.05, | |
| "three_x_chance": 0.15000000000000002, | |
| "summary": { | |
| "languages": 51, | |
| "v3_beats_laya_multilingual": 51, | |
| "v3_beats_best_laya_checkpoint": 51, | |
| "v3_beats_laya_multilingual_never_trained": 37, | |
| "v3_above_3x_chance": 51, | |
| "laya_multilingual_above_3x_chance": 48, | |
| "macro_v3": 0.7174509803921569, | |
| "macro_laya_multilingual": 0.4007843137254902, | |
| "macro_v3_never_trained37": 0.6551351351351351, | |
| "macro_laya_multilingual_never_trained37": 0.36108108108108106, | |
| "min_margin_vs_laya_multilingual": 0.11 | |
| }, | |
| "rows_plotted_sorted": [ | |
| { | |
| "lang": "zh-CN", | |
| "name": "Chinese (CN)", | |
| "trained": true, | |
| "v3": 0.95, | |
| "laya_multilingual": 0.65, | |
| "best_laya": 0.65, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ja", | |
| "name": "Japanese", | |
| "trained": true, | |
| "v3": 0.95, | |
| "laya_multilingual": 0.64, | |
| "best_laya": 0.64, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "es", | |
| "name": "Spanish", | |
| "trained": true, | |
| "v3": 0.95, | |
| "laya_multilingual": 0.58, | |
| "best_laya": 0.58, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ru", | |
| "name": "Russian", | |
| "trained": true, | |
| "v3": 0.94, | |
| "laya_multilingual": 0.57, | |
| "best_laya": 0.57, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "en", | |
| "name": "English", | |
| "trained": true, | |
| "v3": 0.93, | |
| "laya_multilingual": 0.71, | |
| "best_laya": 0.82, | |
| "best_laya_ckpt": "english" | |
| }, | |
| { | |
| "lang": "zh-TW", | |
| "name": "Chinese (TW)", | |
| "trained": false, | |
| "v3": 0.93, | |
| "laya_multilingual": 0.61, | |
| "best_laya": 0.61, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "de", | |
| "name": "German", | |
| "trained": true, | |
| "v3": 0.93, | |
| "laya_multilingual": 0.5, | |
| "best_laya": 0.5, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "fr", | |
| "name": "French", | |
| "trained": true, | |
| "v3": 0.9, | |
| "laya_multilingual": 0.6, | |
| "best_laya": 0.6, | |
| "best_laya_ckpt": "typed" | |
| }, | |
| { | |
| "lang": "it", | |
| "name": "Italian", | |
| "trained": false, | |
| "v3": 0.89, | |
| "laya_multilingual": 0.52, | |
| "best_laya": 0.52, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "pl", | |
| "name": "Polish", | |
| "trained": false, | |
| "v3": 0.89, | |
| "laya_multilingual": 0.5, | |
| "best_laya": 0.5, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ko", | |
| "name": "Korean", | |
| "trained": true, | |
| "v3": 0.89, | |
| "laya_multilingual": 0.47, | |
| "best_laya": 0.47, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "pt", | |
| "name": "Portuguese", | |
| "trained": true, | |
| "v3": 0.88, | |
| "laya_multilingual": 0.5, | |
| "best_laya": 0.5, | |
| "best_laya_ckpt": "typed" | |
| }, | |
| { | |
| "lang": "hi", | |
| "name": "Hindi", | |
| "trained": true, | |
| "v3": 0.87, | |
| "laya_multilingual": 0.46, | |
| "best_laya": 0.46, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "sv", | |
| "name": "Swedish", | |
| "trained": false, | |
| "v3": 0.85, | |
| "laya_multilingual": 0.49, | |
| "best_laya": 0.49, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ar", | |
| "name": "Arabic", | |
| "trained": true, | |
| "v3": 0.85, | |
| "laya_multilingual": 0.46, | |
| "best_laya": 0.46, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "vi", | |
| "name": "Vietnamese", | |
| "trained": false, | |
| "v3": 0.85, | |
| "laya_multilingual": 0.34, | |
| "best_laya": 0.34, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "fa", | |
| "name": "Persian", | |
| "trained": false, | |
| "v3": 0.84, | |
| "laya_multilingual": 0.51, | |
| "best_laya": 0.51, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "id", | |
| "name": "Indonesian", | |
| "trained": false, | |
| "v3": 0.84, | |
| "laya_multilingual": 0.51, | |
| "best_laya": 0.51, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "tr", | |
| "name": "Turkish", | |
| "trained": true, | |
| "v3": 0.83, | |
| "laya_multilingual": 0.4, | |
| "best_laya": 0.4, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "nl", | |
| "name": "Dutch", | |
| "trained": false, | |
| "v3": 0.82, | |
| "laya_multilingual": 0.47, | |
| "best_laya": 0.47, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "nb", | |
| "name": "Norwegian", | |
| "trained": false, | |
| "v3": 0.81, | |
| "laya_multilingual": 0.56, | |
| "best_laya": 0.56, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "da", | |
| "name": "Danish", | |
| "trained": false, | |
| "v3": 0.81, | |
| "laya_multilingual": 0.52, | |
| "best_laya": 0.52, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ro", | |
| "name": "Romanian", | |
| "trained": false, | |
| "v3": 0.77, | |
| "laya_multilingual": 0.37, | |
| "best_laya": 0.37, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "af", | |
| "name": "Afrikaans", | |
| "trained": false, | |
| "v3": 0.76, | |
| "laya_multilingual": 0.35, | |
| "best_laya": 0.35, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ta", | |
| "name": "Tamil", | |
| "trained": true, | |
| "v3": 0.74, | |
| "laya_multilingual": 0.31, | |
| "best_laya": 0.31, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "sw", | |
| "name": "Swahili", | |
| "trained": true, | |
| "v3": 0.74, | |
| "laya_multilingual": 0.23, | |
| "best_laya": 0.23, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ms", | |
| "name": "Malay", | |
| "trained": false, | |
| "v3": 0.73, | |
| "laya_multilingual": 0.41, | |
| "best_laya": 0.41, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "el", | |
| "name": "Greek", | |
| "trained": false, | |
| "v3": 0.72, | |
| "laya_multilingual": 0.44, | |
| "best_laya": 0.44, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "he", | |
| "name": "Hebrew", | |
| "trained": false, | |
| "v3": 0.72, | |
| "laya_multilingual": 0.37, | |
| "best_laya": 0.37, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ur", | |
| "name": "Urdu", | |
| "trained": false, | |
| "v3": 0.7, | |
| "laya_multilingual": 0.42, | |
| "best_laya": 0.42, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "az", | |
| "name": "Azerbaijani", | |
| "trained": false, | |
| "v3": 0.66, | |
| "laya_multilingual": 0.36, | |
| "best_laya": 0.36, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "bn", | |
| "name": "Bengali", | |
| "trained": false, | |
| "v3": 0.65, | |
| "laya_multilingual": 0.45, | |
| "best_laya": 0.45, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "sl", | |
| "name": "Slovenian", | |
| "trained": false, | |
| "v3": 0.65, | |
| "laya_multilingual": 0.37, | |
| "best_laya": 0.37, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "th", | |
| "name": "Thai", | |
| "trained": false, | |
| "v3": 0.64, | |
| "laya_multilingual": 0.48, | |
| "best_laya": 0.48, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "hu", | |
| "name": "Hungarian", | |
| "trained": false, | |
| "v3": 0.63, | |
| "laya_multilingual": 0.36, | |
| "best_laya": 0.36, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "te", | |
| "name": "Telugu", | |
| "trained": false, | |
| "v3": 0.62, | |
| "laya_multilingual": 0.22, | |
| "best_laya": 0.22, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "kn", | |
| "name": "Kannada", | |
| "trained": false, | |
| "v3": 0.61, | |
| "laya_multilingual": 0.3, | |
| "best_laya": 0.3, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "fi", | |
| "name": "Finnish", | |
| "trained": false, | |
| "v3": 0.6, | |
| "laya_multilingual": 0.34, | |
| "best_laya": 0.34, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "jv", | |
| "name": "Javanese", | |
| "trained": false, | |
| "v3": 0.6, | |
| "laya_multilingual": 0.3, | |
| "best_laya": 0.3, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "hy", | |
| "name": "Armenian", | |
| "trained": false, | |
| "v3": 0.59, | |
| "laya_multilingual": 0.25, | |
| "best_laya": 0.25, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ka", | |
| "name": "Georgian", | |
| "trained": false, | |
| "v3": 0.56, | |
| "laya_multilingual": 0.15, | |
| "best_laya": 0.15, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "tl", | |
| "name": "Tagalog", | |
| "trained": false, | |
| "v3": 0.54, | |
| "laya_multilingual": 0.35, | |
| "best_laya": 0.35, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "km", | |
| "name": "Khmer", | |
| "trained": false, | |
| "v3": 0.54, | |
| "laya_multilingual": 0.2, | |
| "best_laya": 0.2, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "sq", | |
| "name": "Albanian", | |
| "trained": false, | |
| "v3": 0.52, | |
| "laya_multilingual": 0.3, | |
| "best_laya": 0.3, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "ml", | |
| "name": "Malayalam", | |
| "trained": false, | |
| "v3": 0.52, | |
| "laya_multilingual": 0.28, | |
| "best_laya": 0.28, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "lv", | |
| "name": "Latvian", | |
| "trained": false, | |
| "v3": 0.51, | |
| "laya_multilingual": 0.31, | |
| "best_laya": 0.31, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "is", | |
| "name": "Icelandic", | |
| "trained": false, | |
| "v3": 0.5, | |
| "laya_multilingual": 0.35, | |
| "best_laya": 0.35, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "my", | |
| "name": "Burmese", | |
| "trained": false, | |
| "v3": 0.46, | |
| "laya_multilingual": 0.16, | |
| "best_laya": 0.16, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "cy", | |
| "name": "Welsh", | |
| "trained": false, | |
| "v3": 0.37, | |
| "laya_multilingual": 0.13, | |
| "best_laya": 0.17, | |
| "best_laya_ckpt": "typed" | |
| }, | |
| { | |
| "lang": "mn", | |
| "name": "Mongolian", | |
| "trained": false, | |
| "v3": 0.28, | |
| "laya_multilingual": 0.16, | |
| "best_laya": 0.16, | |
| "best_laya_ckpt": "multilingual" | |
| }, | |
| { | |
| "lang": "am", | |
| "name": "Amharic", | |
| "trained": false, | |
| "v3": 0.26, | |
| "laya_multilingual": 0.15, | |
| "best_laya": 0.16, | |
| "best_laya_ckpt": "typed" | |
| } | |
| ] | |
| } |