Feature Extraction
Transformers
TensorBoard
Safetensors
English
captionbert_structured_rotary
sentence-similarity
consensus-distillation
rotary-embeddings
custom_code
Instructions to use AbstractPhil/captionbert-8192-rotary with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AbstractPhil/captionbert-8192-rotary with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="AbstractPhil/captionbert-8192-rotary", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("AbstractPhil/captionbert-8192-rotary", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 31,485 Bytes
e349b70 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 | <?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="921.6pt" height="338.4pt" viewBox="0 0 921.6 338.4" 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: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 0 338.4
L 921.6 338.4
L 921.6 0
L 0 0
z
" style="fill: #ffffff"/>
</g>
<g id="axes_1">
<g id="patch_2">
<path d="M 196.63 262.437656
L 535.066975 262.437656
L 535.066975 108.488
L 196.63 108.488
z
" style="fill: #ffffff"/>
</g>
<g id="matplotlib.axis_1">
<g id="xtick_1">
<g id="line2d_1">
<path d="M 241.762912 262.437656
L 241.762912 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_2">
<defs>
<path id="m3747435316" d="M 0 0
L 0 3.5
" style="stroke: #000000; stroke-width: 0.8"/>
</defs>
<g>
<use xlink:href="#m3747435316" x="241.762912" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_1">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="241.762912" y="277.035313" transform="rotate(-0 241.762912 277.035313)">0.678</text>
</g>
</g>
<g id="xtick_2">
<g id="line2d_3">
<path d="M 289.994722 262.437656
L 289.994722 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_4">
<g>
<use xlink:href="#m3747435316" x="289.994722" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_2">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="289.994722" y="277.035313" transform="rotate(-0 289.994722 277.035313)">0.680</text>
</g>
</g>
<g id="xtick_3">
<g id="line2d_5">
<path d="M 338.226531 262.437656
L 338.226531 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_6">
<g>
<use xlink:href="#m3747435316" x="338.226531" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_3">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="338.226531" y="277.035313" transform="rotate(-0 338.226531 277.035313)">0.682</text>
</g>
</g>
<g id="xtick_4">
<g id="line2d_7">
<path d="M 386.458341 262.437656
L 386.458341 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_8">
<g>
<use xlink:href="#m3747435316" x="386.458341" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_4">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="386.458341" y="277.035313" transform="rotate(-0 386.458341 277.035313)">0.684</text>
</g>
</g>
<g id="xtick_5">
<g id="line2d_9">
<path d="M 434.69015 262.437656
L 434.69015 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_10">
<g>
<use xlink:href="#m3747435316" x="434.69015" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_5">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="434.69015" y="277.035313" transform="rotate(-0 434.69015 277.035313)">0.686</text>
</g>
</g>
<g id="xtick_6">
<g id="line2d_11">
<path d="M 482.92196 262.437656
L 482.92196 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_12">
<g>
<use xlink:href="#m3747435316" x="482.92196" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_6">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="482.92196" y="277.035313" transform="rotate(-0 482.92196 277.035313)">0.688</text>
</g>
</g>
<g id="xtick_7">
<g id="line2d_13">
<path d="M 531.153769 262.437656
L 531.153769 108.488
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_14">
<g>
<use xlink:href="#m3747435316" x="531.153769" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_7">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="531.153769" y="277.035313" transform="rotate(-0 531.153769 277.035313)">0.690</text>
</g>
</g>
<g id="text_8">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="365.848487" y="291.036094" transform="rotate(-0 365.848487 291.036094)">STS-B validation Spearman</text>
</g>
</g>
<g id="matplotlib.axis_2">
<g id="ytick_1">
<g id="line2d_15">
<defs>
<path id="m347ebb820c" d="M 0 0
L -3.5 0
" style="stroke: #000000; stroke-width: 0.8"/>
</defs>
<g>
<use xlink:href="#m347ebb820c" x="196.63" y="139.131524" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_9">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end" x="189.63" y="142.930743" transform="rotate(-0 189.63 142.930743)">4M rows × 4 epochs / hierarchical</text>
</g>
</g>
<g id="ytick_2">
<g id="line2d_16">
<g>
<use xlink:href="#m347ebb820c" x="196.63" y="185.462828" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_10">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end" x="189.63" y="189.262047" transform="rotate(-0 189.63 189.262047)">4M rows × 4 epochs / relative</text>
</g>
</g>
<g id="ytick_3">
<g id="line2d_17">
<g>
<use xlink:href="#m347ebb820c" x="196.63" y="231.794132" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_11">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end" x="189.63" y="235.593351" transform="rotate(-0 189.63 235.593351)">1M rows × 16 epochs / hierarchical</text>
</g>
</g>
</g>
<g id="PathCollection_1">
<defs>
<path id="m8bb6c8efa8" d="M 0 6.123724
L 0 -6.123724
" style="stroke: #0072b2; stroke-width: 1.8"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#m8bb6c8efa8" x="428.566511" y="139.131524" style="fill: #0072b2; stroke: #0072b2; stroke-width: 1.8"/>
</g>
</g>
<g id="PathCollection_2">
<defs>
<path id="me363e187c4" d="M 0 6.123724
L 0 -6.123724
" style="stroke: #009e73; stroke-width: 1.8"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#me363e187c4" x="447.327514" y="185.462828" style="fill: #009e73; stroke: #009e73; stroke-width: 1.8"/>
</g>
</g>
<g id="PathCollection_3">
<defs>
<path id="m620e92aa57" d="M 0 6.123724
L 0 -6.123724
" style="stroke: #64748b; stroke-width: 1.8"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#m620e92aa57" x="302.770012" y="231.794132" style="fill: #64748b; stroke: #64748b; stroke-width: 1.8"/>
</g>
</g>
<g id="line2d_18">
<path d="M 361.116467 139.131524
L 496.016555 139.131524
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #0072b2; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="line2d_19">
<path d="M 451.971098 185.462828
L 442.68393 185.462828
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #009e73; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="line2d_20">
<path d="M 369.859604 231.794132
L 235.68042 231.794132
" clip-path="url(#pe21196a7d8)" style="fill: none; stroke: #64748b; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="patch_3">
<path d="M 196.63 262.437656
L 196.63 108.488
" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="patch_4">
<path d="M 196.63 262.437656
L 535.066975 262.437656
" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="PathCollection_4">
<defs>
<path id="md3c1ca1a6a" d="M 0 3.354102
C 0.889518 3.354102 1.742724 3.000693 2.371708 2.371708
C 3.000693 1.742724 3.354102 0.889518 3.354102 0
C 3.354102 -0.889518 3.000693 -1.742724 2.371708 -2.371708
C 1.742724 -3.000693 0.889518 -3.354102 0 -3.354102
C -0.889518 -3.354102 -1.742724 -3.000693 -2.371708 -2.371708
C -3.000693 -1.742724 -3.354102 -0.889518 -3.354102 0
C -3.354102 0.889518 -3.000693 1.742724 -2.371708 2.371708
C -1.742724 3.000693 -0.889518 3.354102 0 3.354102
z
" style="stroke: #0072b2"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#md3c1ca1a6a" x="361.116467" y="136.11999" style="fill: #0072b2; stroke: #0072b2"/>
</g>
</g>
<g id="PathCollection_5">
<defs>
<path id="m82ad91a55d" d="M -3.354102 3.354102
L 3.354102 3.354102
L 3.354102 -3.354102
L -3.354102 -3.354102
z
" style="stroke: #0072b2"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#m82ad91a55d" x="496.016555" y="142.143059" style="fill: #0072b2; stroke: #0072b2"/>
</g>
</g>
<g id="PathCollection_6">
<defs>
<path id="me3968be686" d="M 0 3.354102
C 0.889518 3.354102 1.742724 3.000693 2.371708 2.371708
C 3.000693 1.742724 3.354102 0.889518 3.354102 0
C 3.354102 -0.889518 3.000693 -1.742724 2.371708 -2.371708
C 1.742724 -3.000693 0.889518 -3.354102 0 -3.354102
C -0.889518 -3.354102 -1.742724 -3.000693 -2.371708 -2.371708
C -3.000693 -1.742724 -3.354102 -0.889518 -3.354102 0
C -3.354102 0.889518 -3.000693 1.742724 -2.371708 2.371708
C -1.742724 3.000693 -0.889518 3.354102 0 3.354102
z
" style="stroke: #009e73"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#me3968be686" x="451.971098" y="182.451293" style="fill: #009e73; stroke: #009e73"/>
</g>
</g>
<g id="PathCollection_7">
<defs>
<path id="m82f90f8eea" d="M -3.354102 3.354102
L 3.354102 3.354102
L 3.354102 -3.354102
L -3.354102 -3.354102
z
" style="stroke: #009e73"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#m82f90f8eea" x="442.68393" y="188.474363" style="fill: #009e73; stroke: #009e73"/>
</g>
</g>
<g id="PathCollection_8">
<defs>
<path id="mc40f734263" d="M 0 3.354102
C 0.889518 3.354102 1.742724 3.000693 2.371708 2.371708
C 3.000693 1.742724 3.354102 0.889518 3.354102 0
C 3.354102 -0.889518 3.000693 -1.742724 2.371708 -2.371708
C 1.742724 -3.000693 0.889518 -3.354102 0 -3.354102
C -0.889518 -3.354102 -1.742724 -3.000693 -2.371708 -2.371708
C -3.000693 -1.742724 -3.354102 -0.889518 -3.354102 0
C -3.354102 0.889518 -3.000693 1.742724 -2.371708 2.371708
C -1.742724 3.000693 -0.889518 3.354102 0 3.354102
z
" style="stroke: #64748b"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#mc40f734263" x="369.859604" y="228.782597" style="fill: #64748b; stroke: #64748b"/>
</g>
</g>
<g id="PathCollection_9">
<defs>
<path id="me3d60a9e43" d="M -3.354102 3.354102
L 3.354102 3.354102
L 3.354102 -3.354102
L -3.354102 -3.354102
z
" style="stroke: #64748b"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#me3d60a9e43" x="235.68042" y="234.805667" style="fill: #64748b; stroke: #64748b"/>
</g>
</g>
<g id="text_12">
<text style="font-size: 12px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="365.848487" y="102.488" transform="rotate(-0 365.848487 102.488)">Development comparison</text>
</g>
<g id="PathCollection_10">
<defs>
<path id="m501ecd2794" d="M 0 -6.22495
L -1.397588 -1.923615
L -5.920279 -1.923615
L -2.261345 0.734756
L -3.658934 5.03609
L -0 2.377719
L 3.658934 5.03609
L 2.261345 0.734756
L 5.920279 -1.923615
L 1.397588 -1.923615
z
" style="stroke: #334155; stroke-width: 0.6"/>
</defs>
<g clip-path="url(#pe21196a7d8)">
<use xlink:href="#m501ecd2794" x="451.971098" y="182.451293" style="fill: #f59e0b; stroke: #334155; stroke-width: 0.6"/>
</g>
</g>
</g>
<g id="axes_2">
<g id="patch_5">
<path d="M 572.363025 262.437656
L 910.8 262.437656
L 910.8 108.488
L 572.363025 108.488
z
" style="fill: #ffffff"/>
</g>
<g id="matplotlib.axis_3">
<g id="xtick_8">
<g id="line2d_21">
<path d="M 574.229124 262.437656
L 574.229124 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_22">
<g>
<use xlink:href="#m3747435316" x="574.229124" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_13">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="574.229124" y="277.035313" transform="rotate(-0 574.229124 277.035313)">0.5600</text>
</g>
</g>
<g id="xtick_9">
<g id="line2d_23">
<path d="M 613.859298 262.437656
L 613.859298 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_24">
<g>
<use xlink:href="#m3747435316" x="613.859298" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_14">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="613.859298" y="277.035313" transform="rotate(-0 613.859298 277.035313)">0.5625</text>
</g>
</g>
<g id="xtick_10">
<g id="line2d_25">
<path d="M 653.489472 262.437656
L 653.489472 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_26">
<g>
<use xlink:href="#m3747435316" x="653.489472" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_15">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="653.489472" y="277.035313" transform="rotate(-0 653.489472 277.035313)">0.5650</text>
</g>
</g>
<g id="xtick_11">
<g id="line2d_27">
<path d="M 693.119647 262.437656
L 693.119647 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_28">
<g>
<use xlink:href="#m3747435316" x="693.119647" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_16">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="693.119647" y="277.035313" transform="rotate(-0 693.119647 277.035313)">0.5675</text>
</g>
</g>
<g id="xtick_12">
<g id="line2d_29">
<path d="M 732.749821 262.437656
L 732.749821 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_30">
<g>
<use xlink:href="#m3747435316" x="732.749821" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_17">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="732.749821" y="277.035313" transform="rotate(-0 732.749821 277.035313)">0.5700</text>
</g>
</g>
<g id="xtick_13">
<g id="line2d_31">
<path d="M 772.379995 262.437656
L 772.379995 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_32">
<g>
<use xlink:href="#m3747435316" x="772.379995" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_18">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="772.379995" y="277.035313" transform="rotate(-0 772.379995 277.035313)">0.5725</text>
</g>
</g>
<g id="xtick_14">
<g id="line2d_33">
<path d="M 812.010169 262.437656
L 812.010169 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_34">
<g>
<use xlink:href="#m3747435316" x="812.010169" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_19">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="812.010169" y="277.035313" transform="rotate(-0 812.010169 277.035313)">0.5750</text>
</g>
</g>
<g id="xtick_15">
<g id="line2d_35">
<path d="M 851.640343 262.437656
L 851.640343 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_36">
<g>
<use xlink:href="#m3747435316" x="851.640343" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_20">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="851.640343" y="277.035313" transform="rotate(-0 851.640343 277.035313)">0.5775</text>
</g>
</g>
<g id="xtick_16">
<g id="line2d_37">
<path d="M 891.270517 262.437656
L 891.270517 108.488
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #b0b0b0; stroke-opacity: 0.18; stroke-width: 0.8; stroke-linecap: square"/>
</g>
<g id="line2d_38">
<g>
<use xlink:href="#m3747435316" x="891.270517" y="262.437656" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_21">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="891.270517" y="277.035313" transform="rotate(-0 891.270517 277.035313)">0.5800</text>
</g>
</g>
<g id="text_22">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="741.581513" y="291.036094" transform="rotate(-0 741.581513 291.036094)">Unweighted mean Spearman across eight tasks</text>
</g>
</g>
<g id="matplotlib.axis_4">
<g id="ytick_4">
<g id="line2d_39">
<g>
<use xlink:href="#m347ebb820c" x="572.363025" y="139.131524" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
</g>
<g id="ytick_5">
<g id="line2d_40">
<g>
<use xlink:href="#m347ebb820c" x="572.363025" y="185.462828" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
</g>
<g id="ytick_6">
<g id="line2d_41">
<g>
<use xlink:href="#m347ebb820c" x="572.363025" y="231.794132" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
</g>
</g>
<g id="PathCollection_11">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#m8bb6c8efa8" x="806.725089" y="139.131524" style="fill: #0072b2; stroke: #0072b2; stroke-width: 1.8"/>
</g>
</g>
<g id="PathCollection_12">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#me363e187c4" x="763.103878" y="185.462828" style="fill: #009e73; stroke: #009e73; stroke-width: 1.8"/>
</g>
</g>
<g id="PathCollection_13">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#m620e92aa57" x="664.169176" y="231.794132" style="fill: #64748b; stroke: #64748b; stroke-width: 1.8"/>
</g>
</g>
<g id="line2d_42">
<path d="M 741.700598 139.131524
L 871.74958 139.131524
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #0072b2; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="line2d_43">
<path d="M 776.975335 185.462828
L 749.232421 185.462828
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #009e73; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="line2d_44">
<path d="M 611.413445 231.794132
L 716.924907 231.794132
" clip-path="url(#p4a2937a81d)" style="fill: none; stroke: #64748b; stroke-opacity: 0.6; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="patch_6">
<path d="M 572.363025 262.437656
L 572.363025 108.488
" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="patch_7">
<path d="M 572.363025 262.437656
L 910.8 262.437656
" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
</g>
<g id="PathCollection_14">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#md3c1ca1a6a" x="741.700598" y="136.11999" style="fill: #0072b2; stroke: #0072b2"/>
</g>
</g>
<g id="PathCollection_15">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#m82ad91a55d" x="871.74958" y="142.143059" style="fill: #0072b2; stroke: #0072b2"/>
</g>
</g>
<g id="PathCollection_16">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#me3968be686" x="776.975335" y="182.451293" style="fill: #009e73; stroke: #009e73"/>
</g>
</g>
<g id="PathCollection_17">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#m82f90f8eea" x="749.232421" y="188.474363" style="fill: #009e73; stroke: #009e73"/>
</g>
</g>
<g id="PathCollection_18">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#mc40f734263" x="611.413445" y="228.782597" style="fill: #64748b; stroke: #64748b"/>
</g>
</g>
<g id="PathCollection_19">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#me3d60a9e43" x="716.924907" y="234.805667" style="fill: #64748b; stroke: #64748b"/>
</g>
</g>
<g id="text_23">
<text style="font-size: 12px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="741.581513" y="102.488" transform="rotate(-0 741.581513 102.488)">Final test outcomes</text>
</g>
<g id="PathCollection_20">
<g clip-path="url(#p4a2937a81d)">
<use xlink:href="#m501ecd2794" x="776.975335" y="182.451293" style="fill: #f59e0b; stroke: #334155; stroke-width: 0.6"/>
</g>
</g>
</g>
<g id="text_24">
<text style="font-size: 14px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="460.8" y="17.405813" transform="rotate(-0 460.8 17.405813)">Larger experiments: development choice and final tests</text>
</g>
<g id="text_25">
<text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="18.432" y="323.172" transform="rotate(-0 18.432 323.172)">Every recipe: 7,808 optimizer steps and 15,990,784 example presentations. Processed tokens and FLOPs are not exactly matched.</text>
</g>
<g id="text_26">
<text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="18.432" y="334.3392" transform="rotate(-0 18.432 334.3392)">Joined endpoints show the two seeds, not a confidence interval. The default is chosen before reading these test outcomes.</text>
</g>
<g id="legend_1">
<g id="line2d_45">
<defs>
<path id="m8bf2724b89" d="M 0 3
C 0.795609 3 1.55874 2.683901 2.12132 2.12132
C 2.683901 1.55874 3 0.795609 3 0
C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132
C 1.55874 -2.683901 0.795609 -3 0 -3
C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132
C -2.683901 -1.55874 -3 -0.795609 -3 0
C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132
C -1.55874 2.683901 -0.795609 3 0 3
z
" style="stroke: #334155"/>
</defs>
<g>
<use xlink:href="#m8bf2724b89" x="313.946375" y="40.170437" style="fill: #334155; stroke: #334155"/>
</g>
</g>
<g id="text_27">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="331.946375" y="43.670437" transform="rotate(-0 331.946375 43.670437)">Seed 1</text>
</g>
<g id="line2d_46">
<defs>
<path id="mbf032f0408" d="M -3 3
L 3 3
L 3 -3
L -3 -3
z
" style="stroke: #334155; stroke-linejoin: miter"/>
</defs>
<g>
<use xlink:href="#mbf032f0408" x="396.490125" y="40.170437" style="fill: #334155; stroke: #334155; stroke-linejoin: miter"/>
</g>
</g>
<g id="text_28">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="414.490125" y="43.670437" transform="rotate(-0 414.490125 43.670437)">Seed 2</text>
</g>
<g id="line2d_47">
<defs>
<path id="me33e5fab49" d="M 0 5
L 0 -5
" style="stroke: #334155"/>
</defs>
<g>
<use xlink:href="#me33e5fab49" x="479.033875" y="40.170437" style="fill: #334155; stroke: #334155"/>
</g>
</g>
<g id="text_29">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="497.033875" y="43.670437" transform="rotate(-0 497.033875 43.670437)">Pair mean</text>
</g>
<g id="line2d_48">
<defs>
<path id="mef179968ed" d="M 0 -5
L -1.12257 -1.545085
L -4.755283 -1.545085
L -1.816356 0.59017
L -2.938926 4.045085
L -0 1.90983
L 2.938926 4.045085
L 1.816356 0.59017
L 4.755283 -1.545085
L 1.12257 -1.545085
z
" style="stroke: #f59e0b; stroke-linejoin: bevel"/>
</defs>
<g>
<use xlink:href="#mef179968ed" x="577.169813" y="40.170437" style="fill: #f59e0b; stroke: #f59e0b; stroke-linejoin: bevel"/>
</g>
</g>
<g id="text_30">
<text style="font-size: 10px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="595.169813" y="43.670437" transform="rotate(-0 595.169813 43.670437)">Development-selected default</text>
</g>
</g>
</g>
<defs>
<clipPath id="pe21196a7d8">
<rect x="196.63" y="108.488" width="338.436975" height="153.949656"/>
</clipPath>
<clipPath id="p4a2937a81d">
<rect x="572.363025" y="108.488" width="338.436975" height="153.949656"/>
</clipPath>
</defs>
</svg>
|