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
|
Download figures/quantization.svg from chaoliangUNSW/Jev-Style-0.8B-Decision-v3: direct link, hf CLI and curl.
- Browser
- Download file 28.8 kB
-
https://huggingface.co/chaoliangUNSW/Jev-Style-0.8B-Decision-v3/resolve/main/figures/quantization.svg
- Command line
-
hf download hf://chaoliangUNSW/Jev-Style-0.8B-Decision-v3/figures/quantization.svg
-
curl -L -o quantization.svg https://huggingface.co/chaoliangUNSW/Jev-Style-0.8B-Decision-v3/resolve/main/figures/quantization.svg
28.8 kB
| <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="619.2pt" height="460.8pt" viewBox="0 0 619.2 460.8" xmlns="http://www.w3.org/2000/svg" version="1.1"> | |
| <metadata> | |
| <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"> | |
| <cc:Work> | |
| <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/> | |
| <dc:date>2026-09-24T22:38:14.913814</dc:date> | |
| <dc:format>image/svg+xml</dc:format> | |
| <dc:creator> | |
| <cc:Agent> | |
| <dc:title>Matplotlib v3.11.2, https://matplotlib.org/</dc:title> | |
| </cc:Agent> | |
| </dc:creator> | |
| </cc:Work> | |
| </rdf:RDF> | |
| </metadata> | |
| <defs> | |
| <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style> | |
| </defs> | |
| <g id="figure_1"> | |
| <g id="patch_1"> | |
| <path d="M 0 460.8 | |
| L 619.2 460.8 | |
| L 619.2 0 | |
| L 0 0 | |
| z | |
| " style="fill: #ffffff"/> | |
| </g> | |
| <g id="axes_1"> | |
| <g id="patch_2"> | |
| <path d="M 182.88 380.16 | |
| L 495.36 380.16 | |
| L 495.36 76.032 | |
| L 182.88 76.032 | |
| z | |
| " style="fill: #ffffff"/> | |
| </g> | |
| <g id="matplotlib.axis_1"> | |
| <g id="xtick_1"> | |
| <g id="line2d_1"> | |
| <path d="M 182.88 380.16 | |
| L 182.88 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_2"/> | |
| <g id="text_1"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="182.88" y="394.728" transform="rotate(-0 182.88 394.728)">88%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_2"> | |
| <g id="line2d_3"> | |
| <path d="M 227.841151 380.16 | |
| L 227.841151 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_4"/> | |
| <g id="text_2"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="227.841151" y="394.728" transform="rotate(-0 227.841151 394.728)">90%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_3"> | |
| <g id="line2d_5"> | |
| <path d="M 272.802302 380.16 | |
| L 272.802302 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_6"/> | |
| <g id="text_3"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="272.802302" y="394.728" transform="rotate(-0 272.802302 394.728)">92%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_4"> | |
| <g id="line2d_7"> | |
| <path d="M 317.763453 380.16 | |
| L 317.763453 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_8"/> | |
| <g id="text_4"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="317.763453" y="394.728" transform="rotate(-0 317.763453 394.728)">94%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_5"> | |
| <g id="line2d_9"> | |
| <path d="M 362.724604 380.16 | |
| L 362.724604 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_10"/> | |
| <g id="text_5"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="362.724604" y="394.728" transform="rotate(-0 362.724604 394.728)">96%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_6"> | |
| <g id="line2d_11"> | |
| <path d="M 407.685755 380.16 | |
| L 407.685755 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_12"/> | |
| <g id="text_6"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="407.685755" y="394.728" transform="rotate(-0 407.685755 394.728)">98%</text> | |
| </g> | |
| </g> | |
| <g id="xtick_7"> | |
| <g id="line2d_13"> | |
| <path d="M 452.646906 380.16 | |
| L 452.646906 76.032 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/> | |
| </g> | |
| <g id="line2d_14"/> | |
| <g id="text_7"> | |
| <text style="font-size: 9px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="452.646906" y="394.728" transform="rotate(-0 452.646906 394.728)">100%</text> | |
| </g> | |
| </g> | |
| </g> | |
| <g id="matplotlib.axis_2"> | |
| <g id="ytick_1"> | |
| <g id="line2d_15"/> | |
| <g id="text_8"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #2340d0" x="176.88" y="110.981306" transform="rotate(-0 176.88 110.981306)">Jev-Style 0.8B v3 · GGUF F16</text> | |
| </g> | |
| </g> | |
| <g id="ytick_2"> | |
| <g id="line2d_16"/> | |
| <g id="text_9"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #2340d0" x="176.88" y="129.930091" transform="rotate(-0 176.88 129.930091)">Jev-Style 0.8B v3 · MLX bf16</text> | |
| </g> | |
| </g> | |
| <g id="ytick_3"> | |
| <g id="line2d_17"/> | |
| <g id="text_10"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="148.769626" transform="rotate(-0 176.88 148.769626)">Jev-Style 2B v2 · GGUF BF16</text> | |
| </g> | |
| </g> | |
| <g id="ytick_4"> | |
| <g id="line2d_18"/> | |
| <g id="text_11"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="167.718411" transform="rotate(-0 176.88 167.718411)">Jev-Style 2B v2 · MLX BF16</text> | |
| </g> | |
| </g> | |
| <g id="ytick_5"> | |
| <g id="line2d_19"/> | |
| <g id="text_12"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="186.667196" transform="rotate(-0 176.88 186.667196)">Jev-Style 2B v1 · GGUF BF16</text> | |
| </g> | |
| </g> | |
| <g id="ytick_6"> | |
| <g id="line2d_20"/> | |
| <g id="text_13"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #2340d0" x="176.88" y="233.20097" transform="rotate(-0 176.88 233.20097)">Jev-Style 0.8B v3 · GGUF Q8_0</text> | |
| </g> | |
| </g> | |
| <g id="ytick_7"> | |
| <g id="line2d_21"/> | |
| <g id="text_14"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #2340d0" x="176.88" y="252.149755" transform="rotate(-0 176.88 252.149755)">Jev-Style 0.8B v3 · MLX 8-bit</text> | |
| </g> | |
| </g> | |
| <g id="ytick_8"> | |
| <g id="line2d_22"/> | |
| <g id="text_15"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="270.98929" transform="rotate(-0 176.88 270.98929)">Jev-Style 2B v2 · GGUF Q8_0</text> | |
| </g> | |
| </g> | |
| <g id="ytick_9"> | |
| <g id="line2d_23"/> | |
| <g id="text_16"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="289.938075" transform="rotate(-0 176.88 289.938075)">Jev-Style 2B v1 · GGUF Q8_0</text> | |
| </g> | |
| </g> | |
| <g id="ytick_10"> | |
| <g id="line2d_24"/> | |
| <g id="text_17"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #2340d0" x="176.88" y="336.471848" transform="rotate(-0 176.88 336.471848)">Jev-Style 0.8B v3 · GGUF Q4_K_M</text> | |
| </g> | |
| </g> | |
| <g id="ytick_11"> | |
| <g id="line2d_25"/> | |
| <g id="text_18"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="355.311383" transform="rotate(-0 176.88 355.311383)">Jev-Style 2B v2 · GGUF Q4_K_M</text> | |
| </g> | |
| </g> | |
| <g id="ytick_12"> | |
| <g id="line2d_26"/> | |
| <g id="text_19"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: end; fill: #5e5e66" x="176.88" y="374.260168" transform="rotate(-0 176.88 374.260168)">Jev-Style 2B v1 · GGUF Q4_K_M</text> | |
| </g> | |
| </g> | |
| </g> | |
| <g id="line2d_27"> | |
| <path d="M 182.88 106.350056 | |
| L 452.646906 106.350056 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_28"> | |
| <path d="M 182.88 125.298841 | |
| L 452.646906 125.298841 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_29"> | |
| <path d="M 182.88 144.247626 | |
| L 452.646906 144.247626 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_30"> | |
| <path d="M 182.88 163.196411 | |
| L 452.646906 163.196411 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_31"> | |
| <path d="M 182.88 182.145196 | |
| L 452.646906 182.145196 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_32"> | |
| <path d="M 182.88 228.56972 | |
| L 452.646906 228.56972 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_33"> | |
| <path d="M 182.88 247.518505 | |
| L 452.646906 247.518505 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_34"> | |
| <path d="M 182.88 266.46729 | |
| L 452.646906 266.46729 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_35"> | |
| <path d="M 182.88 285.416075 | |
| L 452.646906 285.416075 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_36"> | |
| <path d="M 182.88 331.840598 | |
| L 452.646906 331.840598 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_37"> | |
| <path d="M 182.88 350.789383 | |
| L 452.646906 350.789383 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="line2d_38"> | |
| <path d="M 182.88 369.738168 | |
| L 452.646906 369.738168 | |
| " clip-path="url(#p40a2f83168)" style="fill: none; stroke: #ececef; stroke-width: 5; stroke-linecap: round"/> | |
| </g> | |
| <g id="text_20"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="504.7344" y="109.950556" transform="rotate(-0 504.7344 109.950556)">1.52 GB</text> | |
| </g> | |
| <g id="text_21"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="504.7344" y="128.899341" transform="rotate(-0 504.7344 128.899341)">1.50 GB</text> | |
| </g> | |
| <g id="PathCollection_1"> | |
| <defs> | |
| <path id="me04f7f3211" d="M 0 4.1833 | |
| C 1.109424 4.1833 2.173559 3.742521 2.95804 2.95804 | |
| C 3.742521 2.173559 4.1833 1.109424 4.1833 0 | |
| C 4.1833 -1.109424 3.742521 -2.173559 2.95804 -2.95804 | |
| C 2.173559 -3.742521 1.109424 -4.1833 0 -4.1833 | |
| C -1.109424 -4.1833 -2.173559 -3.742521 -2.95804 -2.95804 | |
| C -3.742521 -2.173559 -4.1833 -1.109424 -4.1833 0 | |
| C -4.1833 1.109424 -3.742521 2.173559 -2.95804 2.95804 | |
| C -2.173559 3.742521 -1.109424 4.1833 0 4.1833 | |
| z | |
| " style="stroke: #ffffff; stroke-width: 1.2"/> | |
| </defs> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#me04f7f3211" x="443.654676" y="144.247626" style="fill: #9a9aa2; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_22"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="147.757876" transform="rotate(-0 504.7344 147.757876)">3.78 GB</text> | |
| </g> | |
| <g id="PathCollection_2"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#me04f7f3211" x="443.654676" y="163.196411" style="fill: #9a9aa2; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_23"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="166.706661" transform="rotate(-0 504.7344 166.706661)">3.76 GB</text> | |
| </g> | |
| <g id="PathCollection_3"> | |
| <defs> | |
| <path id="m70a06f55d3" d="M 0 4.1833 | |
| C 1.109424 4.1833 2.173559 3.742521 2.95804 2.95804 | |
| C 3.742521 2.173559 4.1833 1.109424 4.1833 0 | |
| C 4.1833 -1.109424 3.742521 -2.173559 2.95804 -2.95804 | |
| C 2.173559 -3.742521 1.109424 -4.1833 0 -4.1833 | |
| C -1.109424 -4.1833 -2.173559 -3.742521 -2.95804 -2.95804 | |
| C -3.742521 -2.173559 -4.1833 -1.109424 -4.1833 0 | |
| C -4.1833 1.109424 -3.742521 2.173559 -2.95804 2.95804 | |
| C -2.173559 3.742521 -1.109424 4.1833 0 4.1833 | |
| z | |
| " style="stroke: #ffffff; stroke-width: 1.2"/> | |
| </defs> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#m70a06f55d3" x="448.150791" y="182.145196" style="fill: #bdbdc4; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_24"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="185.655446" transform="rotate(-0 504.7344 185.655446)">3.9 GB</text> | |
| </g> | |
| <g id="text_25"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="504.7344" y="232.17022" transform="rotate(-0 504.7344 232.17022)">0.81 GB</text> | |
| </g> | |
| <g id="text_26"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="504.7344" y="251.119005" transform="rotate(-0 504.7344 251.119005)">0.80 GB</text> | |
| </g> | |
| <g id="PathCollection_4"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#me04f7f3211" x="434.662446" y="266.46729" style="fill: #9a9aa2; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_27"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="269.97754" transform="rotate(-0 504.7344 269.97754)">2.01 GB</text> | |
| </g> | |
| <g id="PathCollection_5"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#m70a06f55d3" x="439.158561" y="285.416075" style="fill: #bdbdc4; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_28"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="288.926325" transform="rotate(-0 504.7344 288.926325)">2.1 GB</text> | |
| </g> | |
| <g id="text_29"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="504.7344" y="335.441098" transform="rotate(-0 504.7344 335.441098)">0.53 GB</text> | |
| </g> | |
| <g id="PathCollection_6"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#me04f7f3211" x="259.313957" y="350.789383" style="fill: #9a9aa2; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_30"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="354.299633" transform="rotate(-0 504.7344 354.299633)">1.27 GB</text> | |
| </g> | |
| <g id="PathCollection_7"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#m70a06f55d3" x="326.755683" y="369.738168" style="fill: #bdbdc4; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_31"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="504.7344" y="373.248418" transform="rotate(-0 504.7344 373.248418)">1.3 GB</text> | |
| </g> | |
| <g id="text_32"> | |
| <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: end; fill: #0d0d0f" x="176.6304" y="91.191271" transform="rotate(-0 176.6304 91.191271)">16-bit</text> | |
| </g> | |
| <g id="text_33"> | |
| <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: end; fill: #0d0d0f" x="176.6304" y="213.410935" transform="rotate(-0 176.6304 213.410935)">8-bit</text> | |
| </g> | |
| <g id="text_34"> | |
| <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: end; fill: #0d0d0f" x="176.6304" y="316.681813" transform="rotate(-0 176.6304 316.681813)">4-bit</text> | |
| </g> | |
| <g id="text_35"> | |
| <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="504.7344" y="91.191271" transform="rotate(-0 504.7344 91.191271)">File size</text> | |
| </g> | |
| <g id="PathCollection_8"> | |
| <defs> | |
| <path id="mfacff67227" d="M 0 5.477226 | |
| C 1.452577 5.477226 2.845856 4.900111 3.872983 3.872983 | |
| C 4.900111 2.845856 5.477226 1.452577 5.477226 0 | |
| C 5.477226 -1.452577 4.900111 -2.845856 3.872983 -3.872983 | |
| C 2.845856 -4.900111 1.452577 -5.477226 0 -5.477226 | |
| C -1.452577 -5.477226 -2.845856 -4.900111 -3.872983 -3.872983 | |
| C -4.900111 -2.845856 -5.477226 -1.452577 -5.477226 0 | |
| C -5.477226 1.452577 -4.900111 2.845856 -3.872983 3.872983 | |
| C -2.845856 4.900111 -1.452577 5.477226 0 5.477226 | |
| z | |
| " style="stroke: #ffffff; stroke-width: 1.2"/> | |
| </defs> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#mfacff67227" x="452.646906" y="106.350056" style="fill: #3456f0; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="PathCollection_9"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#mfacff67227" x="452.646906" y="125.298841" style="fill: #3456f0; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="PathCollection_10"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#mfacff67227" x="452.646906" y="228.56972" style="fill: #3456f0; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="PathCollection_11"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#mfacff67227" x="452.646906" y="247.518505" style="fill: #3456f0; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="PathCollection_12"> | |
| <g clip-path="url(#p40a2f83168)"> | |
| <use xlink:href="#mfacff67227" x="452.646906" y="331.840598" style="fill: #3456f0; stroke: #ffffff; stroke-width: 1.2"/> | |
| </g> | |
| </g> | |
| <g id="text_36"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="458.941468" y="109.950556" transform="rotate(-0 458.941468 109.950556)">100%</text> | |
| </g> | |
| <g id="text_37"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="458.941468" y="128.899341" transform="rotate(-0 458.941468 128.899341)">100%</text> | |
| </g> | |
| <g id="text_38"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="449.949237" y="147.757876" transform="rotate(-0 449.949237 147.757876)">99.6%</text> | |
| </g> | |
| <g id="text_39"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="449.949237" y="166.706661" transform="rotate(-0 449.949237 166.706661)">99.6%</text> | |
| </g> | |
| <g id="text_40"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="454.445353" y="185.655446" transform="rotate(-0 454.445353 185.655446)">99.8%</text> | |
| </g> | |
| <g id="text_41"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="458.941468" y="232.17022" transform="rotate(-0 458.941468 232.17022)">100%</text> | |
| </g> | |
| <g id="text_42"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="458.941468" y="251.119005" transform="rotate(-0 458.941468 251.119005)">100%</text> | |
| </g> | |
| <g id="text_43"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="440.957007" y="269.97754" transform="rotate(-0 440.957007 269.97754)">99.2%</text> | |
| </g> | |
| <g id="text_44"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="445.453122" y="288.926325" transform="rotate(-0 445.453122 288.926325)">99.4%</text> | |
| </g> | |
| <g id="text_45"> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #2340d0" x="458.941468" y="335.441098" transform="rotate(-0 458.941468 335.441098)">100%</text> | |
| </g> | |
| <g id="text_46"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="265.608518" y="354.299633" transform="rotate(-0 265.608518 354.299633)">91.4%</text> | |
| </g> | |
| <g id="text_47"> | |
| <text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #5e5e66" x="333.050245" y="373.248418" transform="rotate(-0 333.050245 373.248418)">94.4%</text> | |
| </g> | |
| <g id="text_48"> | |
| <g id="patch_3"> | |
| <path d="M 214.731727 340.827598 | |
| L 384.826258 340.827598 | |
| Q 392.426258 340.827598 392.426258 333.227598 | |
| L 392.426258 330.453598 | |
| Q 392.426258 322.853598 384.826258 322.853598 | |
| L 214.731727 322.853598 | |
| Q 207.131727 322.853598 207.131727 330.453598 | |
| L 207.131727 333.227598 | |
| Q 207.131727 340.827598 214.731727 340.827598 | |
| z | |
| " style="fill: #3456f0"/> | |
| </g> | |
| <text style="font-weight: 700; font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #ffffff" x="299.778993" y="335.441098" transform="rotate(-0 299.778993 335.441098)">2.4× smaller file than the 2B v2 Q4_K_M</text> | |
| </g> | |
| </g> | |
| <g id="text_49"> | |
| <text style="font-weight: 700; font-size: 15px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: start; fill: #0d0d0f" x="18.576" y="35.361" transform="rotate(-0 18.576 35.361)">4-bit, 0.53 GB, 240 of 240 parity decisions unchanged</text> | |
| </g> | |
| <g id="text_50"> | |
| <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: #5e5e66" x="18.576" y="62.988" transform="rotate(-0 18.576 62.988)">Top-1 agreement with each model's full-precision reference (%) · v3: 240/240 in every shipped format, +6/6 long prompts</text> | |
| </g> | |
| <g id="text_51"> | |
| <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(18.576 413.177944)">v3: top-1 agreement with the PyTorch FP32 reference on a 240-row parity fixture drawn from the training pool (22 categories, en+zh),</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(18.576 424.973569)">plus 6 extra rows at about 16K and 25.6K tokens (6/6 agree). v3 sizes = exported weight files (GB = 10^9 bytes).</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(18.576 436.769194)">2B v1/v2: as reported on their public HF GGUF cards (500 held-out decisions each; vs bf16 for v1, vs CUDA merged BF16 for v2; card sizes).</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(18.576 448.564819)">Different fixtures (training-pool rows for v3, held-out rows for v1/v2) and references: rows are not a paired comparison. x-axis starts at 88%.</text> | |
| </g> | |
| </g> | |
| <defs> | |
| <clipPath id="p40a2f83168"> | |
| <rect x="182.88" y="76.032" width="312.48" height="304.128"/> | |
| </clipPath> | |
| </defs> | |
| </svg> | |