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+ ---
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+ annotations_creators:
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+ - crowdsourced
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+ language_creators:
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+ - crowdsourced
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+ - found
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+ - machine-generated
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+ language:
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+ - 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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+ - other
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+ multilinguality:
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+ - multilingual
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+ size_categories:
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+ - 10K<n<100K
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+ source_datasets:
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+ - extended|other-sts-b
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+ task_categories:
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+ - text-classification
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+ task_ids:
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+ - text-scoring
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+ - semantic-similarity-scoring
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+ pretty_name: STSb Multi MT
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+ dataset_info:
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+ dataset_size: 1045055
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - path: test/*.parquet
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+ split: test
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+ split: train
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+ split: dev
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+ - config_name: de
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+ data_files:
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+ split: train
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+ - path: stsb_multi_mt/dev/de.parquet
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+ split: dev
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+ - config_name: fr
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+ data_files:
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+ split: train
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+ - path: stsb_multi_mt/dev/fr.parquet
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+ split: dev
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+ - config_name: ru
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+ data_files:
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+ split: train
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+ - path: stsb_multi_mt/dev/ru.parquet
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+ split: dev
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+ - config_name: zh
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+ data_files:
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+ - path: stsb_multi_mt/test/zh.parquet
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+ split: test
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+ - path: stsb_multi_mt/train/zh.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/zh.parquet
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+ split: dev
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+ - config_name: es
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+ data_files:
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+ - path: stsb_multi_mt/test/es.parquet
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+ split: test
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+ - path: stsb_multi_mt/train/es.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/es.parquet
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+ split: dev
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+ - config_name: it
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+ data_files:
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+ - path: stsb_multi_mt/test/it.parquet
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+ split: test
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+ - path: stsb_multi_mt/train/it.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/it.parquet
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+ split: dev
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+ - config_name: en
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+ data_files:
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+ - path: stsb_multi_mt/test/en.parquet
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+ split: test
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+ - path: stsb_multi_mt/train/en.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/en.parquet
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+ split: dev
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+ - config_name: pt
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+ data_files:
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+ - path: stsb_multi_mt/test/pt.parquet
302
+ split: test
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+ - path: stsb_multi_mt/train/pt.parquet
304
+ split: train
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+ - path: stsb_multi_mt/dev/pt.parquet
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+ split: dev
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+ - config_name: nl
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+ data_files:
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+ - path: stsb_multi_mt/test/nl.parquet
310
+ split: test
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+ - path: stsb_multi_mt/train/nl.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/nl.parquet
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+ split: dev
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+ - config_name: pl
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+ data_files:
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+ - path: stsb_multi_mt/test/pl.parquet
318
+ split: test
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+ - path: stsb_multi_mt/train/pl.parquet
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+ split: train
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+ - path: stsb_multi_mt/dev/pl.parquet
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+ split: dev
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+ ---
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
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+ - **Paper about original dataset:** https://arxiv.org/abs/1708.00055
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+ - **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
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+ > 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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