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
File size: 22,000 Bytes
656ca59 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 | <?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="360pt" viewBox="0 0 648 360" 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>2026-09-24T22:40:54.005044</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 0 360
L 648 360
L 648 0
L 0 0
z
" style="fill: #ffffff"/>
</g>
<g id="axes_1">
<g id="patch_2">
<path d="M 45.36 252
L 638.28 252
L 638.28 86.4
L 45.36 86.4
z
" style="fill: #ffffff"/>
</g>
<g id="matplotlib.axis_1">
<g id="xtick_1">
<g id="line2d_1"/>
<g id="text_1">
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(91.771715 268.146)">Banking77</text>
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(71.889254 283.650148)">accuracy, 77 intents</text>
</g>
</g>
<g id="xtick_2">
<g id="line2d_2"/>
<g id="text_2">
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(209.097147 269.063344)">Jailbreak</text>
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(187.898787 283.650148)">balanced accuracy</text>
</g>
</g>
<g id="xtick_3">
<g id="line2d_3"/>
<g id="text_3">
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(325.901563 268.155648)">Toxicity</text>
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(321.228008 284.581594)">macro-F1</text>
</g>
</g>
<g id="xtick_4">
<g id="line2d_4"/>
<g id="text_4">
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(426.148518 268.146)">Model routing</text>
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(436.185119 282.780305)">accuracy</text>
</g>
</g>
<g id="xtick_5">
<g id="line2d_5"/>
<g id="text_5">
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(535.649066 269.1435)">MASSIVE intent</text>
<text style="font-size: 9.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #0d0d0f" transform="translate(528.693285 284.581594)">37 held-out locales</text>
</g>
</g>
</g>
<g id="matplotlib.axis_2">
<g id="ytick_1">
<g id="line2d_6">
<path d="M 45.36 252
L 638.28 252
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_7"/>
<g id="text_6">
<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="39.36" y="256.522" transform="rotate(-0 39.36 256.522)">0</text>
</g>
</g>
<g id="ytick_2">
<g id="line2d_8">
<path d="M 45.36 225.290323
L 638.28 225.290323
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_9"/>
<g id="text_7">
<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="39.36" y="229.812323" transform="rotate(-0 39.36 229.812323)">20</text>
</g>
</g>
<g id="ytick_3">
<g id="line2d_10">
<path d="M 45.36 198.580645
L 638.28 198.580645
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_11"/>
<g id="text_8">
<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="39.36" y="203.102645" transform="rotate(-0 39.36 203.102645)">40</text>
</g>
</g>
<g id="ytick_4">
<g id="line2d_12">
<path d="M 45.36 171.870968
L 638.28 171.870968
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_13"/>
<g id="text_9">
<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="39.36" y="176.392968" transform="rotate(-0 39.36 176.392968)">60</text>
</g>
</g>
<g id="ytick_5">
<g id="line2d_14">
<path d="M 45.36 145.16129
L 638.28 145.16129
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_15"/>
<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="39.36" y="149.68329" transform="rotate(-0 39.36 149.68329)">80</text>
</g>
</g>
<g id="ytick_6">
<g id="line2d_16">
<path d="M 45.36 118.451613
L 638.28 118.451613
" clip-path="url(#p51b8ca7d91)" style="fill: none; stroke: #ececef; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_17"/>
<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="39.36" y="122.973613" transform="rotate(-0 39.36 122.973613)">100</text>
</g>
</g>
<g id="text_12">
<text style="font-size: 10px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; text-anchor: middle; fill: #5e5e66" x="17.385781" y="169.2" transform="rotate(-90 17.385781 169.2)">Score (%)</text>
</g>
</g>
<g id="patch_3">
<path d="M 72.310909 252
L 113.248999 252
L 113.248999 186.227419
L 72.310909 186.227419
z
" clip-path="url(#p51b8ca7d91)" style="fill: #d0d0d6"/>
</g>
<g id="patch_4">
<path d="M 186.027825 252
L 226.965915 252
L 226.965915 141.001766
L 186.027825 141.001766
z
" clip-path="url(#p51b8ca7d91)" style="fill: #d0d0d6"/>
</g>
<g id="patch_5">
<path d="M 299.744741 252
L 340.682831 252
L 340.682831 196.764296
L 299.744741 196.764296
z
" clip-path="url(#p51b8ca7d91)" style="fill: #d0d0d6"/>
</g>
<g id="patch_6">
<path d="M 413.461657 252
L 454.399747 252
L 454.399747 163.971865
L 413.461657 163.971865
z
" clip-path="url(#p51b8ca7d91)" style="fill: #d0d0d6"/>
</g>
<g id="patch_7">
<path d="M 527.178573 252
L 568.116663 252
L 568.116663 203.778204
L 527.178573 203.778204
z
" clip-path="url(#p51b8ca7d91)" style="fill: #d0d0d6"/>
</g>
<g id="patch_8">
<path d="M 115.523337 252
L 156.461427 252
L 156.461427 160.853226
L 115.523337 160.853226
z
" clip-path="url(#p51b8ca7d91)" style="fill: #3456f0"/>
</g>
<g id="patch_9">
<path d="M 229.240253 252
L 270.178343 252
L 270.178343 131.322488
L 229.240253 131.322488
z
" clip-path="url(#p51b8ca7d91)" style="fill: #3456f0"/>
</g>
<g id="patch_10">
<path d="M 342.957169 252
L 383.895259 252
L 383.895259 157.324156
L 342.957169 157.324156
z
" clip-path="url(#p51b8ca7d91)" style="fill: #3456f0"/>
</g>
<g id="patch_11">
<path d="M 456.674085 252
L 497.612175 252
L 497.612175 123.472229
L 456.674085 123.472229
z
" clip-path="url(#p51b8ca7d91)" style="fill: #3456f0"/>
</g>
<g id="patch_12">
<path d="M 570.391001 252
L 611.329091 252
L 611.329091 164.507759
L 570.391001 164.507759
z
" clip-path="url(#p51b8ca7d91)" style="fill: #3456f0"/>
</g>
<g id="patch_13">
<path d="M 45.36 252
L 45.36 86.4
" style="fill: none; stroke: #c9c9cf; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="patch_14">
<path d="M 45.36 252
L 638.28 252
" style="fill: none; stroke: #c9c9cf; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="text_13">
<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="92.779954" y="182.323219" transform="rotate(-0 92.779954 182.323219)">49.3</text>
</g>
<g id="text_14">
<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="206.49687" y="137.097566" transform="rotate(-0 206.49687 137.097566)">83.1</text>
</g>
<g id="text_15">
<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="320.213786" y="192.860096" transform="rotate(-0 320.213786 192.860096)">41.4</text>
</g>
<g id="text_16">
<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="433.930702" y="160.067665" transform="rotate(-0 433.930702 160.067665)">65.9</text>
</g>
<g id="text_17">
<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="547.647618" y="199.874004" transform="rotate(-0 547.647618 199.874004)">36.1</text>
</g>
<g id="text_18">
<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: #2340d0" x="135.992382" y="156.804526" transform="rotate(-0 135.992382 156.804526)">68.3</text>
</g>
<g id="text_19">
<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: #2340d0" x="249.709298" y="127.273788" transform="rotate(-0 249.709298 127.273788)">90.4</text>
</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: middle; fill: #2340d0" x="363.426214" y="153.275456" transform="rotate(-0 363.426214 153.275456)">70.9</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: middle; fill: #2340d0" x="477.14313" y="119.423529" transform="rotate(-0 477.14313 119.423529)">96.2</text>
</g>
<g id="text_22">
<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: #2340d0" x="590.860046" y="160.459059" transform="rotate(-0 590.860046 160.459059)">65.5</text>
</g>
<g id="text_23">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #5e5e66" transform="translate(95.551204 248.66129) rotate(-90)">typed</text>
</g>
<g id="text_24">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #5e5e66" transform="translate(209.26812 248.66129) rotate(-90)">multilingual</text>
</g>
<g id="text_25">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #5e5e66" transform="translate(322.985036 248.66129) rotate(-90)">multilingual</text>
</g>
<g id="text_26">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #5e5e66" transform="translate(436.701952 248.66129) rotate(-90)">typed</text>
</g>
<g id="text_27">
<text style="font-size: 7.5px; font-family: 'Helvetica Neue', 'Helvetica', 'Arial', 'Avenir Next', 'PingFang SC', 'Arial Unicode MS', 'DejaVu Sans', sans-serif; fill: #5e5e66" transform="translate(550.418868 248.66129) rotate(-90)">multilingual</text>
</g>
<g id="legend_1">
<g id="patch_15">
<path d="M 53.91 74.503
L 63.41 74.503
L 63.41 67.2355
L 53.91 67.2355
z
" style="fill: #d0d0d6"/>
</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: #0d0d0f" x="71.01" y="74.1705" transform="rotate(-0 71.01 74.1705)">Best official Laya checkpoint (per task)</text>
</g>
<g id="patch_16">
<path d="M 246.250859 74.503
L 255.750859 74.503
L 255.750859 67.2355
L 246.250859 67.2355
z
" style="fill: #3456f0"/>
</g>
<g id="text_29">
<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: #0d0d0f" x="263.350859" y="74.1705" transform="rotate(-0 263.350859 74.1705)">Jev-Style 0.8B v3</text>
</g>
</g>
<g id="text_30">
<g id="patch_17">
<path d="M 98.123356 149.140226
L 130.648981 149.140226
Q 138.248981 149.140226 138.248981 141.540226
L 138.248981 138.766226
Q 138.248981 131.166226 130.648981 131.166226
L 98.123356 131.166226
Q 90.523356 131.166226 90.523356 138.766226
L 90.523356 141.540226
Q 90.523356 149.140226 98.123356 149.140226
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="114.386168" y="143.753726" transform="rotate(-0 114.386168 143.753726)">+19.0 pts</text>
</g>
<g id="text_31">
<g id="patch_18">
<path d="M 214.480975 119.609488
L 241.725193 119.609488
Q 249.325193 119.609488 249.325193 112.009488
L 249.325193 109.235488
Q 249.325193 101.635488 241.725193 101.635488
L 214.480975 101.635488
Q 206.880975 101.635488 206.880975 109.235488
L 206.880975 112.009488
Q 206.880975 119.609488 214.480975 119.609488
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="228.103084" y="114.222988" transform="rotate(-0 228.103084 114.222988)">+7.2 pts</text>
</g>
<g id="text_32">
<g id="patch_19">
<path d="M 325.557188 145.611156
L 358.082813 145.611156
Q 365.682813 145.611156 365.682813 138.011156
L 365.682813 135.237156
Q 365.682813 127.637156 358.082813 127.637156
L 325.557188 127.637156
Q 317.957188 127.637156 317.957188 135.237156
L 317.957188 138.011156
Q 317.957188 145.611156 325.557188 145.611156
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="341.82" y="140.224656" transform="rotate(-0 341.82 140.224656)">+29.5 pts</text>
</g>
<g id="text_33">
<g id="patch_20">
<path d="M 439.274103 111.759229
L 471.799728 111.759229
Q 479.399728 111.759229 479.399728 104.159229
L 479.399728 101.385229
Q 479.399728 93.785229 471.799728 93.785229
L 439.274103 93.785229
Q 431.674103 93.785229 431.674103 101.385229
L 431.674103 104.159229
Q 431.674103 111.759229 439.274103 111.759229
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="455.536916" y="106.372729" transform="rotate(-0 455.536916 106.372729)">+30.3 pts</text>
</g>
<g id="text_34">
<g id="patch_21">
<path d="M 552.991019 152.794759
L 585.516644 152.794759
Q 593.116644 152.794759 593.116644 145.194759
L 593.116644 142.420759
Q 593.116644 134.820759 585.516644 134.820759
L 552.991019 134.820759
Q 545.391019 134.820759 545.391019 142.420759
L 545.391019 145.194759
Q 545.391019 152.794759 552.991019 152.794759
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="569.253832" y="147.408259" transform="rotate(-0 569.253832 147.408259)">+29.4 pts</text>
</g>
</g>
<g id="text_35">
<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="12.96" y="30.825" transform="rotate(-0 12.96 30.825)">Up to +30 points over the best Laya checkpoint</text>
</g>
<g id="text_36">
<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="12.96" y="51.396" transform="rotate(-0 12.96 51.396)">Five decision tasks, identical rows, best of Laya English / typed / multilingual per task · higher is better</text>
</g>
<g id="text_37">
<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(12.96 302.396719)">Laya numbers: official checkpoints (English, typed-decisions, multilingual) re-run by us on identical rows with their shipped temperatures and</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(12.96 314.158945)">default token budgets; the best of the three is shown per task. v3 trained on same-kind tasks from other datasets, never on these eval rows:</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(12.96 325.987969)">intent (CLINC150/HWU64; Banking77 never trained), jailbreak (other permissive sets + teacher), toxicity (civil_comments + teacher; toxic-chat</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(12.96 337.783594)">eval-only), routing (teacher-written; gsm8k/mbpp/AG rows eval-only), MASSIVE in 14 other locales (no MASSIVE rows in these 37).</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(12.96 349.579219)">n = 400 / 400 / 400 / 399 / 3,700 (37 x 100). Every gap's paired 95% bootstrap CI excludes zero. Plotted values: figures/beyond_laya.json.</text>
</g>
</g>
<defs>
<clipPath id="p51b8ca7d91">
<rect x="45.36" y="86.4" width="592.92" height="165.6"/>
</clipPath>
</defs>
</svg>
|