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>