File size: 34,170 Bytes
44c3049 e848f79 f5f1c05 359f204 e848f79 44c3049 e848f79 44c3049 e848f79 44c3049 e848f79 44c3049 f5f1c05 e848f79 44c3049 e848f79 f5f1c05 e848f79 f5f1c05 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 f5f1c05 40db897 e848f79 f5f1c05 e848f79 f5f1c05 e848f79 f5f1c05 e848f79 f5f1c05 e848f79 7203cd0 e848f79 f5f1c05 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 40db897 e848f79 |
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 |
---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: Show me some texture backgrounds
- text: Add more space between paragraphs
- text: Position the text at the top
- text: Create an Instagram story for a birthday
- text: Create a photo of a mountain landscape
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: nomic-ai/nomic-embed-text-v1.5
model-index:
- name: SetFit with nomic-ai/nomic-embed-text-v1.5
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.6240179573512907
name: Accuracy
---
# SetFit with nomic-ai/nomic-embed-text-v1.5
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 8192 tokens
- **Number of Classes:** 63 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0 | <ul><li>'Add a corporate presentation background'</li><li>'Insert a modern icon set for the design'</li><li>'Add a mountain landscape background to the page'</li></ul> |
| 1 | <ul><li>'Show me some background options for my design'</li><li>'I need some icon suggestions for this layout'</li><li>'Find me some shape options for this design'</li></ul> |
| 2 | <ul><li>'Add a social media handle'</li><li>'Insert a promotional message'</li><li>"Add a heading that says 'Welcome'"</li></ul> |
| 3 | <ul><li>'Align the footer elements'</li><li>'Align everything to the bottom'</li><li>'Center the logo and title'</li></ul> |
| 4 | <ul><li>'Make the image slide from left'</li><li>'Make the image bounce in'</li><li>'Add a fade-in animation to the text'</li></ul> |
| 5 | <ul><li>'Make the page rotate in'</li><li>'Add a zoom-out effect to the entire page'</li><li>'Make everything fade in gradually'</li></ul> |
| 6 | <ul><li>'Change the color of the car to red'</li><li>'Remove the unwanted text overlay'</li><li>'Remove the sunglasses and add regular glasses'</li></ul> |
| 7 | <ul><li>'Remove the unnecessary decoration'</li><li>'Remove the temporary shape'</li><li>'Delete the broken image'</li></ul> |
| 8 | <ul><li>'How do I group elements together?'</li><li>'What text formatting options are there?'</li><li>'What are the available filter effects?'</li></ul> |
| 9 | <ul><li>'Place the decorations around the title'</li><li>'Distribute the text around the focal point'</li><li>'Arrange the icons in a circle around the logo'</li></ul> |
| 10 | <ul><li>'Make a copy for editing'</li><li>'Create a similar page'</li><li>'Make a backup of this page'</li></ul> |
| 11 | <ul><li>'Copy the image and make it smaller'</li><li>'Duplicate the text and change the color'</li><li>'Duplicate the logo and flip it'</li></ul> |
| 12 | <ul><li>'Copy the icon to the next slide'</li><li>'Duplicate the button to page 5'</li><li>'Copy the text to the last page'</li></ul> |
| 13 | <ul><li>'Fix the typographic errors'</li><li>'Fix the letter spacing'</li><li>'Improve the paragraph spacing'</li></ul> |
| 14 | <ul><li>'Mirror the logo vertically'</li><li>'Mirror the icon horizontally'</li><li>'Flip the image right to left'</li></ul> |
| 15 | <ul><li>'Make an image of a cozy coffee shop'</li><li>'Make an image of a modern office space'</li><li>'Make an image of a magical forest'</li></ul> |
| 16 | <ul><li>'Create a card for a birthday party'</li><li>'Create a dark-themed social media post for tech news'</li><li>'Generate an Instagram post for a birthday'</li></ul> |
| 17 | <ul><li>'Group the navigation elements'</li><li>'Group the header elements'</li><li>'Group the decorative elements'</li></ul> |
| 18 | <ul><li>'Move the element to the bottom left'</li><li>'Move the text to the middle'</li><li>'Position the logo in the corner'</li></ul> |
| 19 | <ul><li>'Apply a cool blue filter'</li><li>'Add a dreamy effect'</li><li>'Apply a cinematic filter'</li></ul> |
| 20 | <ul><li>'Find me some background images'</li><li>'Suggest some visual elements'</li><li>'Find me overlay effects'</li></ul> |
| 21 | <ul><li>'Redo the filter effect'</li><li>'Bring back the deleted element'</li><li>'Bring back the deleted shape'</li></ul> |
| 22 | <ul><li>'Make the object stand alone'</li><li>'Remove the background from the icon'</li><li>'Remove the background from the photo'</li></ul> |
| 23 | <ul><li>'Remove the distracting element'</li><li>'Delete the watermark'</li><li>'Remove the old building'</li></ul> |
| 24 | <ul><li>'Replace the image with a better one'</li><li>'Change the background to a different scene'</li><li>'Replace the overlay with a gradient'</li></ul> |
| 25 | <ul><li>'Replace the menu items'</li><li>'Replace the title'</li><li>'Change the button text'</li></ul> |
| 26 | <ul><li>'Restore the original brightness'</li><li>'Reset the image to its initial state'</li><li>'Restore the original colors'</li></ul> |
| 27 | <ul><li>'Reduce the shape size'</li><li>'Increase the image size'</li><li>'Reduce the button size'</li></ul> |
| 28 | <ul><li>'Make the page portrait orientation'</li><li>'Change to business card size'</li><li>'Make the page wider'</li></ul> |
| 29 | <ul><li>'Rotate the element 60 degrees'</li><li>'Rotate the image clockwise'</li><li>'Turn the logo 270 degrees'</li></ul> |
| 30 | <ul><li>'Scatter the flowers around the border'</li><li>'Distribute the shapes randomly'</li><li>'Scatter the stars around the title'</li></ul> |
| 31 | <ul><li>'Select the main image'</li><li>'Choose the heading text'</li><li>'Select the logo element'</li></ul> |
| 32 | <ul><li>'Make the background transparent'</li><li>'Change to a neutral background'</li><li>'Change to a light gray background'</li></ul> |
| 33 | <ul><li>'Change the blend mode to exclusion'</li><li>'Set the blend mode to soft light'</li><li>'Set the blend mode to darken'</li></ul> |
| 34 | <ul><li>'Add a depth of field blur'</li><li>'Blur the entire image'</li><li>'Add a motion blur effect'</li></ul> |
| 35 | <ul><li>'Change the border width'</li><li>'Add a colored border'</li><li>'Add a gradient border'</li></ul> |
| 36 | <ul><li>'Brighten the dark areas'</li><li>'Make the photo more illuminated'</li><li>'Make the image more brilliant'</li></ul> |
| 37 | <ul><li>'Put the decoration behind'</li><li>'Move the icon to the top'</li><li>'Put the shape behind the text'</li></ul> |
| 38 | <ul><li>'Make the image more striking'</li><li>'Enhance the contrast'</li><li>'Increase the visual clarity'</li></ul> |
| 39 | <ul><li>'Make the image elliptical'</li><li>'Make the image circular'</li><li>'Make the image diamond-shaped'</li></ul> |
| 40 | <ul><li>'Add a colored drop shadow'</li><li>'Create a realistic shadow'</li><li>'Create a soft drop shadow'</li></ul> |
| 41 | <ul><li>'Fill the shape with orange'</li><li>'Change the color to teal'</li><li>'Fill the element with brown'</li></ul> |
| 42 | <ul><li>'Make the subtitle larger'</li><li>'Make the description smaller'</li><li>'Make the label smaller'</li></ul> |
| 43 | <ul><li>'Make the text italic only'</li><li>'Make the text emphasized'</li><li>'Make the text bold only'</li></ul> |
| 44 | <ul><li>'Use a playful font'</li><li>'Use a professional font'</li><li>'Change to a modern sans-serif font'</li></ul> |
| 45 | <ul><li>'Increase the highlight clarity'</li><li>'Increase the highlight intensity'</li><li>'Enhance the bright spots'</li></ul> |
| 46 | <ul><li>'Make the photo cover the background'</li><li>'Set the picture as full background'</li><li>'Make the photo cover the entire page'</li></ul> |
| 47 | <ul><li>'Spread out the letters in the heading'</li><li>'Make the letters closer together in the text'</li><li>'Tighten the letter spacing in the caption'</li></ul> |
| 48 | <ul><li>'Add more line height'</li><li>'Make the text more readable'</li><li>'Reduce the line height'</li></ul> |
| 49 | <ul><li>'Make the text more transparent'</li><li>'Reduce the opacity of the overlay'</li><li>'Make the element semi-transparent'</li></ul> |
| 50 | <ul><li>'Make the sections closer'</li><li>'Make the paragraphs closer together'</li><li>'Reduce the paragraph spacing'</li></ul> |
| 51 | <ul><li>'Make the colors more vivid'</li><li>'Increase the color intensity'</li><li>'Increase the color richness'</li></ul> |
| 52 | <ul><li>'Darken the shadow regions'</li><li>'Darken the shadow tones'</li><li>'Enhance the shadow details'</li></ul> |
| 53 | <ul><li>'Make the details more sharp'</li><li>'Increase the image resolution'</li><li>'Increase the detail sharpness'</li></ul> |
| 54 | <ul><li>'Center the title text'</li><li>'Center the logo text'</li><li>'Justify the paragraph text'</li></ul> |
| 55 | <ul><li>'Create a text container'</li><li>'Create a border around the text'</li><li>'Add a gradient background to the text'</li></ul> |
| 56 | <ul><li>'Create curved text layout'</li><li>'Make the text flow in an arc'</li><li>'Make the text follow a path'</li></ul> |
| 57 | <ul><li>'Make the text into bullet points'</li><li>'Make the text into a list with bullets'</li><li>'Create an organized list from the text'</li></ul> |
| 58 | <ul><li>'Create a shadow behind the heading'</li><li>'Add a dramatic text shadow'</li><li>'Add a soft glow effect'</li></ul> |
| 59 | <ul><li>'Increase the warm color cast'</li><li>'Make the image more yellow'</li><li>'Add warm undertones to the photo'</li></ul> |
| 60 | <ul><li>'Open the image upload tool'</li><li>'Show me the file browser'</li><li>'Open the upload window'</li></ul> |
| 61 | <ul><li>'Go back to the previous state'</li><li>'Undo the text edit'</li><li>'Revert the color change'</li></ul> |
| 62 | <ul><li>'Ungroup the selected items'</li><li>'Break up the grouped objects'</li><li>'Ungroup the merged elements'</li></ul> |
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.6240 |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Position the text at the top")
```
<!--
### Downstream Use
*List how someone could finetune this model on their own dataset.*
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 3 | 5.2243 | 12 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 15 |
| 1 | 15 |
| 2 | 15 |
| 3 | 15 |
| 4 | 15 |
| 5 | 15 |
| 6 | 15 |
| 7 | 15 |
| 8 | 15 |
| 9 | 15 |
| 10 | 15 |
| 11 | 15 |
| 12 | 15 |
| 13 | 15 |
| 14 | 15 |
| 15 | 15 |
| 16 | 15 |
| 17 | 15 |
| 18 | 15 |
| 19 | 15 |
| 20 | 15 |
| 21 | 15 |
| 22 | 15 |
| 23 | 15 |
| 24 | 15 |
| 25 | 15 |
| 26 | 15 |
| 27 | 15 |
| 28 | 15 |
| 29 | 15 |
| 30 | 15 |
| 31 | 15 |
| 32 | 15 |
| 33 | 15 |
| 34 | 15 |
| 35 | 15 |
| 36 | 15 |
| 37 | 15 |
| 38 | 15 |
| 39 | 15 |
| 40 | 15 |
| 41 | 15 |
| 42 | 15 |
| 43 | 15 |
| 44 | 15 |
| 45 | 15 |
| 46 | 15 |
| 47 | 15 |
| 48 | 15 |
| 49 | 15 |
| 50 | 15 |
| 51 | 15 |
| 52 | 15 |
| 53 | 15 |
| 54 | 15 |
| 55 | 15 |
| 56 | 15 |
| 57 | 15 |
| 58 | 15 |
| 59 | 15 |
| 60 | 15 |
| 61 | 15 |
| 62 | 15 |
### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: True
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.1774 | - |
| 0.0036 | 50 | 0.1629 | - |
| 0.0073 | 100 | 0.1464 | - |
| 0.0109 | 150 | 0.1147 | - |
| 0.0146 | 200 | 0.0798 | - |
| 0.0182 | 250 | 0.0552 | - |
| 0.0218 | 300 | 0.0391 | - |
| 0.0255 | 350 | 0.0271 | - |
| 0.0291 | 400 | 0.0272 | - |
| 0.0328 | 450 | 0.018 | - |
| 0.0364 | 500 | 0.015 | - |
| 0.0400 | 550 | 0.0136 | - |
| 0.0437 | 600 | 0.012 | - |
| 0.0473 | 650 | 0.0105 | - |
| 0.0510 | 700 | 0.0094 | - |
| 0.0546 | 750 | 0.0087 | - |
| 0.0583 | 800 | 0.0061 | - |
| 0.0619 | 850 | 0.0078 | - |
| 0.0655 | 900 | 0.0068 | - |
| 0.0692 | 950 | 0.0066 | - |
| 0.0728 | 1000 | 0.0053 | - |
| 0.0765 | 1050 | 0.0057 | - |
| 0.0801 | 1100 | 0.0065 | - |
| 0.0837 | 1150 | 0.0054 | - |
| 0.0874 | 1200 | 0.0058 | - |
| 0.0910 | 1250 | 0.006 | - |
| 0.0947 | 1300 | 0.0048 | - |
| 0.0983 | 1350 | 0.0038 | - |
| 0.1019 | 1400 | 0.0034 | - |
| 0.1056 | 1450 | 0.0037 | - |
| 0.1092 | 1500 | 0.006 | - |
| 0.1129 | 1550 | 0.0047 | - |
| 0.1165 | 1600 | 0.0042 | - |
| 0.1201 | 1650 | 0.0038 | - |
| 0.1238 | 1700 | 0.0036 | - |
| 0.1274 | 1750 | 0.0049 | - |
| 0.1311 | 1800 | 0.0019 | - |
| 0.1347 | 1850 | 0.003 | - |
| 0.1384 | 1900 | 0.003 | - |
| 0.1420 | 1950 | 0.0024 | - |
| 0.1456 | 2000 | 0.0023 | - |
| 0.1493 | 2050 | 0.002 | - |
| 0.1529 | 2100 | 0.0033 | - |
| 0.1566 | 2150 | 0.0032 | - |
| 0.1602 | 2200 | 0.0048 | - |
| 0.1638 | 2250 | 0.004 | - |
| 0.1675 | 2300 | 0.0032 | - |
| 0.1711 | 2350 | 0.0033 | - |
| 0.1748 | 2400 | 0.0036 | - |
| 0.1784 | 2450 | 0.0031 | - |
| 0.1820 | 2500 | 0.0024 | - |
| 0.1857 | 2550 | 0.0016 | - |
| 0.1893 | 2600 | 0.0024 | - |
| 0.1930 | 2650 | 0.0034 | - |
| 0.1966 | 2700 | 0.0022 | - |
| 0.2002 | 2750 | 0.0021 | - |
| 0.2039 | 2800 | 0.0022 | - |
| 0.2075 | 2850 | 0.0012 | - |
| 0.2112 | 2900 | 0.0022 | - |
| 0.2148 | 2950 | 0.001 | - |
| 0.2185 | 3000 | 0.0007 | - |
| 0.2221 | 3050 | 0.0011 | - |
| 0.2257 | 3100 | 0.0008 | - |
| 0.2294 | 3150 | 0.0008 | - |
| 0.2330 | 3200 | 0.0016 | - |
| 0.2367 | 3250 | 0.0026 | - |
| 0.2403 | 3300 | 0.0018 | - |
| 0.2439 | 3350 | 0.0021 | - |
| 0.2476 | 3400 | 0.001 | - |
| 0.2512 | 3450 | 0.002 | - |
| 0.2549 | 3500 | 0.0017 | - |
| 0.2585 | 3550 | 0.0011 | - |
| 0.2621 | 3600 | 0.0007 | - |
| 0.2658 | 3650 | 0.0019 | - |
| 0.2694 | 3700 | 0.0023 | - |
| 0.2731 | 3750 | 0.0022 | - |
| 0.2767 | 3800 | 0.0015 | - |
| 0.2803 | 3850 | 0.0016 | - |
| 0.2840 | 3900 | 0.0017 | - |
| 0.2876 | 3950 | 0.0041 | - |
| 0.2913 | 4000 | 0.0028 | - |
| 0.2949 | 4050 | 0.0032 | - |
| 0.2986 | 4100 | 0.004 | - |
| 0.3022 | 4150 | 0.0025 | - |
| 0.3058 | 4200 | 0.0026 | - |
| 0.3095 | 4250 | 0.0024 | - |
| 0.3131 | 4300 | 0.0015 | - |
| 0.3168 | 4350 | 0.0013 | - |
| 0.3204 | 4400 | 0.0026 | - |
| 0.3240 | 4450 | 0.0017 | - |
| 0.3277 | 4500 | 0.0015 | - |
| 0.3313 | 4550 | 0.0013 | - |
| 0.3350 | 4600 | 0.0012 | - |
| 0.3386 | 4650 | 0.0009 | - |
| 0.3422 | 4700 | 0.0008 | - |
| 0.3459 | 4750 | 0.0009 | - |
| 0.3495 | 4800 | 0.0005 | - |
| 0.3532 | 4850 | 0.0005 | - |
| 0.3568 | 4900 | 0.001 | - |
| 0.3604 | 4950 | 0.0005 | - |
| 0.3641 | 5000 | 0.0003 | - |
| 0.3677 | 5050 | 0.0011 | - |
| 0.3714 | 5100 | 0.0006 | - |
| 0.3750 | 5150 | 0.0007 | - |
| 0.3786 | 5200 | 0.0006 | - |
| 0.3823 | 5250 | 0.0007 | - |
| 0.3859 | 5300 | 0.0005 | - |
| 0.3896 | 5350 | 0.001 | - |
| 0.3932 | 5400 | 0.0006 | - |
| 0.3969 | 5450 | 0.0011 | - |
| 0.4005 | 5500 | 0.0009 | - |
| 0.4041 | 5550 | 0.001 | - |
| 0.4078 | 5600 | 0.001 | - |
| 0.4114 | 5650 | 0.0011 | - |
| 0.4151 | 5700 | 0.0007 | - |
| 0.4187 | 5750 | 0.0008 | - |
| 0.4223 | 5800 | 0.0009 | - |
| 0.4260 | 5850 | 0.0004 | - |
| 0.4296 | 5900 | 0.0007 | - |
| 0.4333 | 5950 | 0.0005 | - |
| 0.4369 | 6000 | 0.0011 | - |
| 0.4405 | 6050 | 0.0007 | - |
| 0.4442 | 6100 | 0.0007 | - |
| 0.4478 | 6150 | 0.0003 | - |
| 0.4515 | 6200 | 0.0004 | - |
| 0.4551 | 6250 | 0.0006 | - |
| 0.4587 | 6300 | 0.0003 | - |
| 0.4624 | 6350 | 0.001 | - |
| 0.4660 | 6400 | 0.0006 | - |
| 0.4697 | 6450 | 0.0009 | - |
| 0.4733 | 6500 | 0.0008 | - |
| 0.4770 | 6550 | 0.0009 | - |
| 0.4806 | 6600 | 0.0005 | - |
| 0.4842 | 6650 | 0.0009 | - |
| 0.4879 | 6700 | 0.0009 | - |
| 0.4915 | 6750 | 0.0012 | - |
| 0.4952 | 6800 | 0.0004 | - |
| 0.4988 | 6850 | 0.0005 | - |
| 0.5024 | 6900 | 0.0009 | - |
| 0.5061 | 6950 | 0.0014 | - |
| 0.5097 | 7000 | 0.0005 | - |
| 0.5134 | 7050 | 0.0007 | - |
| 0.5170 | 7100 | 0.0009 | - |
| 0.5206 | 7150 | 0.0011 | - |
| 0.5243 | 7200 | 0.001 | - |
| 0.5279 | 7250 | 0.0021 | - |
| 0.5316 | 7300 | 0.0015 | - |
| 0.5352 | 7350 | 0.001 | - |
| 0.5388 | 7400 | 0.001 | - |
| 0.5425 | 7450 | 0.0018 | - |
| 0.5461 | 7500 | 0.0009 | - |
| 0.5498 | 7550 | 0.0008 | - |
| 0.5534 | 7600 | 0.0004 | - |
| 0.5571 | 7650 | 0.0007 | - |
| 0.5607 | 7700 | 0.0009 | - |
| 0.5643 | 7750 | 0.0011 | - |
| 0.5680 | 7800 | 0.0006 | - |
| 0.5716 | 7850 | 0.0016 | - |
| 0.5753 | 7900 | 0.0016 | - |
| 0.5789 | 7950 | 0.0009 | - |
| 0.5825 | 8000 | 0.0017 | - |
| 0.5862 | 8050 | 0.0017 | - |
| 0.5898 | 8100 | 0.001 | - |
| 0.5935 | 8150 | 0.001 | - |
| 0.5971 | 8200 | 0.0005 | - |
| 0.6007 | 8250 | 0.0008 | - |
| 0.6044 | 8300 | 0.0003 | - |
| 0.6080 | 8350 | 0.0005 | - |
| 0.6117 | 8400 | 0.0006 | - |
| 0.6153 | 8450 | 0.0006 | - |
| 0.6189 | 8500 | 0.0007 | - |
| 0.6226 | 8550 | 0.0006 | - |
| 0.6262 | 8600 | 0.0007 | - |
| 0.6299 | 8650 | 0.0008 | - |
| 0.6335 | 8700 | 0.0005 | - |
| 0.6372 | 8750 | 0.001 | - |
| 0.6408 | 8800 | 0.0011 | - |
| 0.6444 | 8850 | 0.0008 | - |
| 0.6481 | 8900 | 0.0008 | - |
| 0.6517 | 8950 | 0.0007 | - |
| 0.6554 | 9000 | 0.0006 | - |
| 0.6590 | 9050 | 0.0008 | - |
| 0.6626 | 9100 | 0.0004 | - |
| 0.6663 | 9150 | 0.0007 | - |
| 0.6699 | 9200 | 0.0007 | - |
| 0.6736 | 9250 | 0.0002 | - |
| 0.6772 | 9300 | 0.0007 | - |
| 0.6808 | 9350 | 0.0007 | - |
| 0.6845 | 9400 | 0.0006 | - |
| 0.6881 | 9450 | 0.0007 | - |
| 0.6918 | 9500 | 0.0009 | - |
| 0.6954 | 9550 | 0.0007 | - |
| 0.6990 | 9600 | 0.0006 | - |
| 0.7027 | 9650 | 0.0009 | - |
| 0.7063 | 9700 | 0.0005 | - |
| 0.7100 | 9750 | 0.0006 | - |
| 0.7136 | 9800 | 0.001 | - |
| 0.7173 | 9850 | 0.0004 | - |
| 0.7209 | 9900 | 0.0006 | - |
| 0.7245 | 9950 | 0.0006 | - |
| 0.7282 | 10000 | 0.0003 | - |
| 0.7318 | 10050 | 0.0009 | - |
| 0.7355 | 10100 | 0.0006 | - |
| 0.7391 | 10150 | 0.0011 | - |
| 0.7427 | 10200 | 0.0008 | - |
| 0.7464 | 10250 | 0.0006 | - |
| 0.7500 | 10300 | 0.0008 | - |
| 0.7537 | 10350 | 0.0006 | - |
| 0.7573 | 10400 | 0.0005 | - |
| 0.7609 | 10450 | 0.0008 | - |
| 0.7646 | 10500 | 0.0007 | - |
| 0.7682 | 10550 | 0.0005 | - |
| 0.7719 | 10600 | 0.0007 | - |
| 0.7755 | 10650 | 0.0011 | - |
| 0.7791 | 10700 | 0.0011 | - |
| 0.7828 | 10750 | 0.0008 | - |
| 0.7864 | 10800 | 0.0003 | - |
| 0.7901 | 10850 | 0.0006 | - |
| 0.7937 | 10900 | 0.0009 | - |
| 0.7973 | 10950 | 0.0006 | - |
| 0.8010 | 11000 | 0.0008 | - |
| 0.8046 | 11050 | 0.0005 | - |
| 0.8083 | 11100 | 0.0014 | - |
| 0.8119 | 11150 | 0.0007 | - |
| 0.8156 | 11200 | 0.0004 | - |
| 0.8192 | 11250 | 0.001 | - |
| 0.8228 | 11300 | 0.0005 | - |
| 0.8265 | 11350 | 0.0003 | - |
| 0.8301 | 11400 | 0.0005 | - |
| 0.8338 | 11450 | 0.0003 | - |
| 0.8374 | 11500 | 0.0004 | - |
| 0.8410 | 11550 | 0.0006 | - |
| 0.8447 | 11600 | 0.0006 | - |
| 0.8483 | 11650 | 0.0006 | - |
| 0.8520 | 11700 | 0.0005 | - |
| 0.8556 | 11750 | 0.0008 | - |
| 0.8592 | 11800 | 0.0009 | - |
| 0.8629 | 11850 | 0.0007 | - |
| 0.8665 | 11900 | 0.0012 | - |
| 0.8702 | 11950 | 0.0003 | - |
| 0.8738 | 12000 | 0.0006 | - |
| 0.8774 | 12050 | 0.0007 | - |
| 0.8811 | 12100 | 0.0008 | - |
| 0.8847 | 12150 | 0.0003 | - |
| 0.8884 | 12200 | 0.0006 | - |
| 0.8920 | 12250 | 0.0006 | - |
| 0.8957 | 12300 | 0.0004 | - |
| 0.8993 | 12350 | 0.0005 | - |
| 0.9029 | 12400 | 0.0005 | - |
| 0.9066 | 12450 | 0.0006 | - |
| 0.9102 | 12500 | 0.0004 | - |
| 0.9139 | 12550 | 0.0005 | - |
| 0.9175 | 12600 | 0.0003 | - |
| 0.9211 | 12650 | 0.0004 | - |
| 0.9248 | 12700 | 0.0005 | - |
| 0.9284 | 12750 | 0.0006 | - |
| 0.9321 | 12800 | 0.0004 | - |
| 0.9357 | 12850 | 0.0005 | - |
| 0.9393 | 12900 | 0.0005 | - |
| 0.9430 | 12950 | 0.0011 | - |
| 0.9466 | 13000 | 0.0004 | - |
| 0.9503 | 13050 | 0.0007 | - |
| 0.9539 | 13100 | 0.0005 | - |
| 0.9575 | 13150 | 0.0006 | - |
| 0.9612 | 13200 | 0.0005 | - |
| 0.9648 | 13250 | 0.0007 | - |
| 0.9685 | 13300 | 0.0007 | - |
| 0.9721 | 13350 | 0.0004 | - |
| 0.9758 | 13400 | 0.0005 | - |
| 0.9794 | 13450 | 0.0005 | - |
| 0.9830 | 13500 | 0.0004 | - |
| 0.9867 | 13550 | 0.0006 | - |
| 0.9903 | 13600 | 0.0004 | - |
| 0.9940 | 13650 | 0.0007 | - |
| 0.9976 | 13700 | 0.0007 | - |
### Framework Versions
- Python: 3.12.11
- SetFit: 1.1.3
- Sentence Transformers: 5.1.0
- Transformers: 4.54.1
- PyTorch: 2.7.1
- Datasets: 4.0.0
- Tokenizers: 0.21.4
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```
<!--
## Glossary
*Clearly define terms in order to be accessible across audiences.*
-->
<!--
## Model Card Authors
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->
<!--
## Model Card Contact
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
--> |