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")# 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
File size: 26,655 Bytes
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<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0; opacity: 0.85" x="550.368" y="329.22685" transform="rotate(-0 550.368 329.22685)">MASSIVE locales; 19 in fine-tuning</text>
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<g id="text_48">
<text style="font-weight: 700; font-size: 10px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="26.208" y="356.95" transform="rotate(-0 26.208 356.95)">Questions per state read</text>
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<g id="text_49">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="228.384" y="351.09975" transform="rotate(-0 228.384 351.09975)">1</text>
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<g id="text_50">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="228.384" y="364.86685" transform="rotate(-0 228.384 364.86685)">one question per prompt</text>
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<g id="text_51">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="389.376" y="351.09975" transform="rotate(-0 389.376 351.09975)">1</text>
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<g id="text_52">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="389.376" y="364.86685" transform="rotate(-0 389.376 364.86685)">one question per prompt</text>
</g>
<g id="text_53">
<text style="font-weight: 700; font-size: 11.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="550.368" y="351.5785" transform="rotate(-0 550.368 351.5785)">Many</text>
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<g id="text_54">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0; opacity: 0.85" x="550.368" y="364.86685" transform="rotate(-0 550.368 364.86685)">all questions in one call</text>
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<g id="text_55">
<text style="font-weight: 700; font-size: 10px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="26.208" y="392.59" transform="rotate(-0 26.208 392.59)">Q4_K_M file</text>
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<g id="text_56">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="228.384" y="386.73975" transform="rotate(-0 228.384 386.73975)">1.3 GB</text>
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<g id="text_57">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="228.384" y="400.50685" transform="rotate(-0 228.384 400.50685)">as reported on the v1 GGUF card</text>
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<g id="text_58">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="389.376" y="386.73975" transform="rotate(-0 389.376 386.73975)">1.27 GB</text>
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<g id="text_59">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="389.376" y="400.50685" transform="rotate(-0 389.376 400.50685)">as reported on the v2 GGUF card</text>
</g>
<g id="text_60">
<text style="font-weight: 700; font-size: 11.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="550.368" y="387.2185" transform="rotate(-0 550.368 387.2185)">0.53 GB</text>
</g>
<g id="text_61">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0; opacity: 0.85" x="550.368" y="400.50685" transform="rotate(-0 550.368 400.50685)">matches FP32 on 240/240 parity rows</text>
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<g id="text_62">
<text style="font-weight: 700; font-size: 10px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="26.208" y="428.23" transform="rotate(-0 26.208 428.23)">Typed decisions, teacher agreement</text>
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<g id="text_63">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="228.384" y="422.37975" transform="rotate(-0 228.384 422.37975)">53.35%</text>
</g>
<g id="text_64">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="228.384" y="436.14685" transform="rotate(-0 228.384 436.14685)">2,000 decisions / 400 states</text>
</g>
<g id="text_65">
<text style="font-size: 10.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="389.376" y="422.37975" transform="rotate(-0 389.376 422.37975)">73.45%</text>
</g>
<g id="text_66">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #8e8e96" x="389.376" y="436.14685" transform="rotate(-0 389.376 436.14685)">same 2,000 decisions</text>
</g>
<g id="text_67">
<text style="font-weight: 700; font-size: 11.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="550.368" y="422.8585" transform="rotate(-0 550.368 422.8585)">79.15%</text>
</g>
<g id="text_68">
<text style="font-size: 8.3px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0; opacity: 0.85" x="550.368" y="436.14685" transform="rotate(-0 550.368 436.14685)">same 2,000 · 1,583 correct</text>
</g>
<g id="text_69">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #8e8e96" transform="translate(26.208 479.156719)">v1/v2: as reported on their public Hugging Face cards (v1 GGUF card; v2 and v2-GGUF cards; v1's typed-decisions number is reported on the v2 card).</text>
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #8e8e96" transform="translate(26.208 490.952344)">v3: release manifest, training config and eval files; Q4_K_M size = exported file (GB = 10^9 bytes), parity rows drawn from the training pool.</text>
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #8e8e96" transform="translate(26.208 502.755586)">Typed decisions: same 2,000 decisions from 400 states; v1/v2 scored by the v2 card's harness, v3 by ours. In-domain for v3; v1 not trained on typed</text>
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #8e8e96" transform="translate(26.208 514.543594)">decisions; v2's pool included typed workflow decisions. '51 evaluated' = MASSIVE locales (14 trained, 37 held out); fine-tuning covers 19 languages.</text>
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #8e8e96" transform="translate(26.208 526.321055)">25,600 tokens = the runtime's whole-input limit; 25x = vs v2's 1,024-token prompt.</text>
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