Datasets:
Upload 31 files
Browse files- README.md +493 -0
- dev/de.parquet +3 -0
- dev/en.parquet +3 -0
- dev/es.parquet +3 -0
- dev/fr.parquet +3 -0
- dev/it.parquet +3 -0
- dev/nl.parquet +3 -0
- dev/pl.parquet +3 -0
- dev/pt.parquet +3 -0
- dev/ru.parquet +3 -0
- dev/zh.parquet +3 -0
- test/de.parquet +3 -0
- test/en.parquet +3 -0
- test/es.parquet +3 -0
- test/fr.parquet +3 -0
- test/it.parquet +3 -0
- test/nl.parquet +3 -0
- test/pl.parquet +3 -0
- test/pt.parquet +3 -0
- test/ru.parquet +3 -0
- test/zh.parquet +3 -0
- train/de.parquet +3 -0
- train/en.parquet +3 -0
- train/es.parquet +3 -0
- train/fr.parquet +3 -0
- train/it.parquet +3 -0
- train/nl.parquet +3 -0
- train/pl.parquet +3 -0
- train/pt.parquet +3 -0
- train/ru.parquet +3 -0
- train/zh.parquet +3 -0
README.md
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1 |
+
---
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2 |
+
annotations_creators:
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3 |
+
- crowdsourced
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4 |
+
language_creators:
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5 |
+
- crowdsourced
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6 |
+
- found
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7 |
+
- machine-generated
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8 |
+
language:
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9 |
+
- de
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- en
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- es
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- fr
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- it
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+
- nl
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- pl
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- pt
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+
- ru
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+
- zh
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+
license:
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20 |
+
- other
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21 |
+
multilinguality:
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22 |
+
- multilingual
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+
size_categories:
|
24 |
+
- 10K<n<100K
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25 |
+
source_datasets:
|
26 |
+
- extended|other-sts-b
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27 |
+
task_categories:
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28 |
+
- text-classification
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29 |
+
task_ids:
|
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+
- text-scoring
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31 |
+
- semantic-similarity-scoring
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32 |
+
pretty_name: STSb Multi MT
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+
dataset_info:
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+
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+
features:
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+
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dtype: string
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dtype: string
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- name: similarity_score
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dtype: float32
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splits:
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num_examples: 1500
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+
download_size: 823156
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+
dataset_size: 1307859
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+
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+
features:
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dtype: string
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73 |
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|
75 |
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features:
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features:
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115 |
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features:
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+
data_files:
|
277 |
+
- path: stsb_multi_mt/test/es.parquet
|
278 |
+
split: test
|
279 |
+
- path: stsb_multi_mt/train/es.parquet
|
280 |
+
split: train
|
281 |
+
- path: stsb_multi_mt/dev/es.parquet
|
282 |
+
split: dev
|
283 |
+
- config_name: it
|
284 |
+
data_files:
|
285 |
+
- path: stsb_multi_mt/test/it.parquet
|
286 |
+
split: test
|
287 |
+
- path: stsb_multi_mt/train/it.parquet
|
288 |
+
split: train
|
289 |
+
- path: stsb_multi_mt/dev/it.parquet
|
290 |
+
split: dev
|
291 |
+
- config_name: en
|
292 |
+
data_files:
|
293 |
+
- path: stsb_multi_mt/test/en.parquet
|
294 |
+
split: test
|
295 |
+
- path: stsb_multi_mt/train/en.parquet
|
296 |
+
split: train
|
297 |
+
- path: stsb_multi_mt/dev/en.parquet
|
298 |
+
split: dev
|
299 |
+
- config_name: pt
|
300 |
+
data_files:
|
301 |
+
- path: stsb_multi_mt/test/pt.parquet
|
302 |
+
split: test
|
303 |
+
- path: stsb_multi_mt/train/pt.parquet
|
304 |
+
split: train
|
305 |
+
- path: stsb_multi_mt/dev/pt.parquet
|
306 |
+
split: dev
|
307 |
+
- config_name: nl
|
308 |
+
data_files:
|
309 |
+
- path: stsb_multi_mt/test/nl.parquet
|
310 |
+
split: test
|
311 |
+
- path: stsb_multi_mt/train/nl.parquet
|
312 |
+
split: train
|
313 |
+
- path: stsb_multi_mt/dev/nl.parquet
|
314 |
+
split: dev
|
315 |
+
- config_name: pl
|
316 |
+
data_files:
|
317 |
+
- path: stsb_multi_mt/test/pl.parquet
|
318 |
+
split: test
|
319 |
+
- path: stsb_multi_mt/train/pl.parquet
|
320 |
+
split: train
|
321 |
+
- path: stsb_multi_mt/dev/pl.parquet
|
322 |
+
split: dev
|
323 |
+
---
|
324 |
+
|
325 |
+
# Dataset Card for STSb Multi MT
|
326 |
+
|
327 |
+
## Table of Contents
|
328 |
+
- [Dataset Description](#dataset-description)
|
329 |
+
- [Dataset Summary](#dataset-summary)
|
330 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
331 |
+
- [Languages](#languages)
|
332 |
+
- [Dataset Structure](#dataset-structure)
|
333 |
+
- [Data Instances](#data-instances)
|
334 |
+
- [Data Fields](#data-fields)
|
335 |
+
- [Data Splits](#data-splits)
|
336 |
+
- [Dataset Creation](#dataset-creation)
|
337 |
+
- [Curation Rationale](#curation-rationale)
|
338 |
+
- [Source Data](#source-data)
|
339 |
+
- [Annotations](#annotations)
|
340 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
341 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
342 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
343 |
+
- [Discussion of Biases](#discussion-of-biases)
|
344 |
+
- [Other Known Limitations](#other-known-limitations)
|
345 |
+
- [Additional Information](#additional-information)
|
346 |
+
- [Dataset Curators](#dataset-curators)
|
347 |
+
- [Licensing Information](#licensing-information)
|
348 |
+
- [Citation Information](#citation-information)
|
349 |
+
- [Contributions](#contributions)
|
350 |
+
|
351 |
+
## Dataset Description
|
352 |
+
|
353 |
+
- **Repository**: https://github.com/PhilipMay/stsb-multi-mt
|
354 |
+
- **Homepage (original dataset):** https://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark
|
355 |
+
- **Paper about original dataset:** https://arxiv.org/abs/1708.00055
|
356 |
+
- **Leaderboard:** https://ixa2.si.ehu.eus/stswiki/index.php/STSbenchmark#Results
|
357 |
+
- **Point of Contact:** [Open an issue on GitHub](https://github.com/PhilipMay/stsb-multi-mt/issues/new)
|
358 |
+
|
359 |
+
### Dataset Summary
|
360 |
+
|
361 |
+
> STS Benchmark comprises a selection of the English datasets used in the STS tasks organized
|
362 |
+
> in the context of SemEval between 2012 and 2017. The selection of datasets include text from
|
363 |
+
> image captions, news headlines and user forums. ([source](https://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark))
|
364 |
+
|
365 |
+
These are different multilingual translations and the English original of the [STSbenchmark dataset](https://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark). Translation has been done with [deepl.com](https://www.deepl.com/). It can be used to train [sentence embeddings](https://github.com/UKPLab/sentence-transformers) like [T-Systems-onsite/cross-en-de-roberta-sentence-transformer](https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer).
|
366 |
+
|
367 |
+
|
368 |
+
**Examples of Use**
|
369 |
+
|
370 |
+
Load German dev Dataset:
|
371 |
+
```python
|
372 |
+
from datasets import load_dataset
|
373 |
+
dataset = load_dataset("stsb_multi_mt", name="de", split="dev")
|
374 |
+
```
|
375 |
+
|
376 |
+
Load English train Dataset:
|
377 |
+
```python
|
378 |
+
from datasets import load_dataset
|
379 |
+
dataset = load_dataset("stsb_multi_mt", name="en", split="train")
|
380 |
+
```
|
381 |
+
|
382 |
+
### Supported Tasks and Leaderboards
|
383 |
+
|
384 |
+
[More Information Needed]
|
385 |
+
|
386 |
+
### Languages
|
387 |
+
|
388 |
+
Available languages are: de, en, es, fr, it, nl, pl, pt, ru, zh
|
389 |
+
|
390 |
+
## Dataset Structure
|
391 |
+
|
392 |
+
### Data Instances
|
393 |
+
|
394 |
+
This dataset provides pairs of sentences and a score of their similarity.
|
395 |
+
|
396 |
+
score | 2 example sentences | explanation
|
397 |
+
------|---------|------------
|
398 |
+
5 | *The bird is bathing in the sink.<br/>Birdie is washing itself in the water basin.* | The two sentences are completely equivalent, as they mean the same thing.
|
399 |
+
4 | *Two boys on a couch are playing video games.<br/>Two boys are playing a video game.* | The two sentences are mostly equivalent, but some unimportant details differ.
|
400 |
+
3 | *John said he is considered a witness but not a suspect.<br/>“He is not a suspect anymore.” John said.* | The two sentences are roughly equivalent, but some important information differs/missing.
|
401 |
+
2 | *They flew out of the nest in groups.<br/>They flew into the nest together.* | The two sentences are not equivalent, but share some details.
|
402 |
+
1 | *The woman is playing the violin.<br/>The young lady enjoys listening to the guitar.* | The two sentences are not equivalent, but are on the same topic.
|
403 |
+
0 | *The black dog is running through the snow.<br/>A race car driver is driving his car through the mud.* | The two sentences are completely dissimilar.
|
404 |
+
|
405 |
+
An example:
|
406 |
+
```
|
407 |
+
{
|
408 |
+
"sentence1": "A man is playing a large flute.",
|
409 |
+
"sentence2": "A man is playing a flute.",
|
410 |
+
"similarity_score": 3.8
|
411 |
+
}
|
412 |
+
```
|
413 |
+
|
414 |
+
### Data Fields
|
415 |
+
|
416 |
+
- `sentence1`: The 1st sentence as a `str`.
|
417 |
+
- `sentence2`: The 2nd sentence as a `str`.
|
418 |
+
- `similarity_score`: The similarity score as a `float` which is `<= 5.0` and `>= 0.0`.
|
419 |
+
|
420 |
+
### Data Splits
|
421 |
+
|
422 |
+
- train with 5749 samples
|
423 |
+
- dev with 1500 samples
|
424 |
+
- test with 1379 sampples
|
425 |
+
|
426 |
+
## Dataset Creation
|
427 |
+
|
428 |
+
### Curation Rationale
|
429 |
+
|
430 |
+
[More Information Needed]
|
431 |
+
|
432 |
+
### Source Data
|
433 |
+
|
434 |
+
#### Initial Data Collection and Normalization
|
435 |
+
|
436 |
+
[More Information Needed]
|
437 |
+
|
438 |
+
#### Who are the source language producers?
|
439 |
+
|
440 |
+
[More Information Needed]
|
441 |
+
|
442 |
+
### Annotations
|
443 |
+
|
444 |
+
#### Annotation process
|
445 |
+
|
446 |
+
[More Information Needed]
|
447 |
+
|
448 |
+
#### Who are the annotators?
|
449 |
+
|
450 |
+
[More Information Needed]
|
451 |
+
|
452 |
+
### Personal and Sensitive Information
|
453 |
+
|
454 |
+
[More Information Needed]
|
455 |
+
|
456 |
+
## Considerations for Using the Data
|
457 |
+
|
458 |
+
### Social Impact of Dataset
|
459 |
+
|
460 |
+
[More Information Needed]
|
461 |
+
|
462 |
+
### Discussion of Biases
|
463 |
+
|
464 |
+
[More Information Needed]
|
465 |
+
|
466 |
+
### Other Known Limitations
|
467 |
+
|
468 |
+
[More Information Needed]
|
469 |
+
|
470 |
+
## Additional Information
|
471 |
+
|
472 |
+
### Dataset Curators
|
473 |
+
|
474 |
+
[More Information Needed]
|
475 |
+
|
476 |
+
### Licensing Information
|
477 |
+
|
478 |
+
See [LICENSE](https://github.com/PhilipMay/stsb-multi-mt/blob/main/LICENSE) and [download at original dataset](https://ixa2.si.ehu.eus/stswiki/index.php/STSbenchmark).
|
479 |
+
|
480 |
+
### Citation Information
|
481 |
+
|
482 |
+
```
|
483 |
+
@InProceedings{huggingface:dataset:stsb_multi_mt,
|
484 |
+
title = {Machine translated multilingual STS benchmark dataset.},
|
485 |
+
author={Philip May},
|
486 |
+
year={2021},
|
487 |
+
url={https://github.com/PhilipMay/stsb-multi-mt}
|
488 |
+
}
|
489 |
+
```
|
490 |
+
|
491 |
+
### Contributions
|
492 |
+
|
493 |
+
Thanks to [@PhilipMay](https://github.com/PhilipMay) for adding this dataset.
|
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train/pl.parquet
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train/pt.parquet
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train/ru.parquet
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train/zh.parquet
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size 300800
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