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- .gitignore +0 -163
- README.md +0 -220
- backward/dev/xnli_gu.json → as/indicxnli-test.parquet +2 -2
- as/indicxnli-train.parquet +3 -0
- backward/dev/xnli_hi.json → as/indicxnli-validation.parquet +2 -2
- backward/dev/xnli_kn.json +0 -3
- backward/dev/xnli_ml.json +0 -3
- backward/dev/xnli_mr.json +0 -3
- backward/dev/xnli_or.json +0 -3
- backward/dev/xnli_pa.json +0 -3
- backward/dev/xnli_ta.json +0 -3
- backward/dev/xnli_te.json +0 -3
- backward/test/xnli_as.json +0 -3
- backward/test/xnli_bn.json +0 -3
- backward/test/xnli_gu.json +0 -3
- backward/test/xnli_hi.json +0 -3
- backward/test/xnli_kn.json +0 -3
- backward/test/xnli_ml.json +0 -3
- backward/test/xnli_mr.json +0 -3
- backward/test/xnli_or.json +0 -3
- backward/test/xnli_pa.json +0 -3
- backward/test/xnli_ta.json +0 -3
- backward/test/xnli_te.json +0 -3
- backward/dev/xnli_as.json → bn/indicxnli-test.parquet +2 -2
- bn/indicxnli-train.parquet +3 -0
- backward/dev/xnli_bn.json → bn/indicxnli-validation.parquet +2 -2
- forward/dev/xnli_as.json +0 -3
- forward/dev/xnli_bn.json +0 -3
- forward/dev/xnli_gu.json +0 -3
- forward/dev/xnli_hi.json +0 -3
- forward/dev/xnli_kn.json +0 -3
- forward/dev/xnli_ml.json +0 -3
- forward/dev/xnli_mr.json +0 -3
- forward/dev/xnli_or.json +0 -3
- forward/dev/xnli_pa.json +0 -3
- forward/dev/xnli_ta.json +0 -3
- forward/dev/xnli_te.json +0 -3
- forward/test/xnli_as.json +0 -3
- forward/test/xnli_bn.json +0 -3
- forward/test/xnli_gu.json +0 -3
- forward/test/xnli_hi.json +0 -3
- forward/test/xnli_kn.json +0 -3
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- forward/test/xnli_mr.json +0 -3
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- forward/test/xnli_pa.json +0 -3
- forward/test/xnli_ta.json +0 -3
- forward/test/xnli_te.json +0 -3
- forward/train/xnli_as.json +0 -3
- forward/train/xnli_bn.json +0 -3
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README.md
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---
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annotations_creators:
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- machine-generated
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language_creators:
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- machine-generated
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language:
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- as
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- bn
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- gu
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- hi
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- kn
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- ml
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- mr
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- or
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- pa
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- ta
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- te
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license:
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- cc0-1.0
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multilinguality:
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- multilingual
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pretty_name: IndicXNLI
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size_categories:
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- 1M<n<10M
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source_datasets:
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- original
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task_categories:
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- text-classification
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task_ids:
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- natural-language-inference
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---
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# Dataset Card for "IndicXNLI"
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## Table of Contents
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- [Dataset Card for "IndicXNLI"](#dataset-card-for-indicxnli)
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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## Dataset Description
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- **Homepage:** <https://github.com/divyanshuaggarwal/IndicXNLI>
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- **Paper:** [IndicXNLI: Evaluating Multilingual Inference for Indian Languages](https://arxiv.org/abs/2204.08776)
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- **Point of Contact:** [Divyanshu Aggarwal](mailto:[email protected])
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### Dataset Summary
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INDICXNLI is similar to existing
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XNLI dataset in shape/form, but focusses on Indic language family. INDICXNLI include NLI
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data for eleven major Indic languages that includes
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Assamese (‘as’), Gujarat (‘gu’), Kannada (‘kn’),
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Malayalam (‘ml’), Marathi (‘mr’), Odia (‘or’),
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Punjabi (‘pa’), Tamil (‘ta’), Telugu (‘te’), Hindi
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(‘hi’), and Bengali (‘bn’).
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### Supported Tasks and Leaderboards
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**Tasks:** Natural Language Inference
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**Leaderboards:** Currently there is no Leaderboard for this dataset.
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### Languages
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- `Assamese (as)`
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- `Bengali (bn)`
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- `Gujarati (gu)`
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- `Kannada (kn)`
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- `Hindi (hi)`
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- `Malayalam (ml)`
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- `Marathi (mr)`
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- `Oriya (or)`
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- `Punjabi (pa)`
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- `Tamil (ta)`
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- `Telugu (te)`
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## Dataset Structure
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### Data Instances
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One example from the `hi` dataset is given below in JSON format.
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```python
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{'premise': 'अवधारणात्मक रूप से क्रीम स्किमिंग के दो बुनियादी आयाम हैं-उत्पाद और भूगोल।',
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'hypothesis': 'उत्पाद और भूगोल क्रीम स्किमिंग का काम करते हैं।',
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'label': 1 (neutral) }
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```
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### Data Fields
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- `premise (string)`: Premise Sentence
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- `hypothesis (string)`: Hypothesis Sentence
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- `label (integer)`: Integer label `0` if hypothesis `entails` the premise, `2` if hypothesis `negates` the premise and `1` otherwise.
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### Data Splits
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<!-- Below is the dataset split given for `hi` dataset.
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```python
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DatasetDict({
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train: Dataset({
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features: ['premise', 'hypothesis', 'label'],
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num_rows: 392702
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})
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test: Dataset({
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features: ['premise', 'hypothesis', 'label'],
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num_rows: 5010
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})
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validation: Dataset({
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features: ['premise', 'hypothesis', 'label'],
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num_rows: 2490
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})
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})
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``` -->
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Language | ISO 639-1 Code |Train | Test | Dev |
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--------------|----------------|-------|-----|------|
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Assamese | as | 392,702 | 5,010 | 2,490 |
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Bengali | bn | 392,702 | 5,010 | 2,490 |
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Gujarati | gu | 392,702 | 5,010 | 2,490 |
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Hindi | hi | 392,702 | 5,010 | 2,490 |
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Kannada | kn | 392,702 | 5,010 | 2,490 |
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Malayalam | ml |392,702 | 5,010 | 2,490 |
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Marathi | mr |392,702 | 5,010 | 2,490 |
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Oriya | or | 392,702 | 5,010 | 2,490 |
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Punjabi | pa | 392,702 | 5,010 | 2,490 |
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Tamil | ta | 392,702 | 5,010 | 2,490 |
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Telugu | te | 392,702 | 5,010 | 2,490 |
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-
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<!-- The dataset split remains same across all languages. -->
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-
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## Dataset usage
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Code snippet for using the dataset using datasets library.
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```python
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from datasets import load_dataset
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dataset = load_dataset("Divyanshu/indicxnli")
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```
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-
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## Dataset Creation
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Machine translation of XNLI english dataset to 11 listed Indic Languages.
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### Curation Rationale
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[More information needed]
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### Source Data
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[XNLI dataset](https://cims.nyu.edu/~sbowman/xnli/)
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-
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#### Initial Data Collection and Normalization
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-
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[Detailed in the paper](https://arxiv.org/abs/2204.08776)
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#### Who are the source language producers?
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-
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[Detailed in the paper](https://arxiv.org/abs/2204.08776)
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-
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#### Human Verification Process
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-
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[Detailed in the paper](https://arxiv.org/abs/2204.08776)
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-
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-
|
174 |
-
## Considerations for Using the Data
|
175 |
-
|
176 |
-
### Social Impact of Dataset
|
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-
|
178 |
-
[Detailed in the paper](https://arxiv.org/abs/2204.08776)
|
179 |
-
|
180 |
-
### Discussion of Biases
|
181 |
-
|
182 |
-
[Detailed in the paper](https://arxiv.org/abs/2204.08776)
|
183 |
-
|
184 |
-
### Other Known Limitations
|
185 |
-
|
186 |
-
[Detailed in the paper](https://arxiv.org/abs/2204.08776)
|
187 |
-
|
188 |
-
### Dataset Curators
|
189 |
-
|
190 |
-
Divyanshu Aggarwal, Vivek Gupta, Anoop Kunchukuttan
|
191 |
-
|
192 |
-
### Licensing Information
|
193 |
-
|
194 |
-
Contents of this repository are restricted to only non-commercial research purposes under the [Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)](https://creativecommons.org/licenses/by-nc/4.0/). Copyright of the dataset contents belongs to the original copyright holders.
|
195 |
-
|
196 |
-
### Citation Information
|
197 |
-
|
198 |
-
If you use any of the datasets, models or code modules, please cite the following paper:
|
199 |
-
|
200 |
-
```
|
201 |
-
@misc{https://doi.org/10.48550/arxiv.2204.08776,
|
202 |
-
doi = {10.48550/ARXIV.2204.08776},
|
203 |
-
|
204 |
-
url = {https://arxiv.org/abs/2204.08776},
|
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-
|
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-
author = {Aggarwal, Divyanshu and Gupta, Vivek and Kunchukuttan, Anoop},
|
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-
|
208 |
-
keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences},
|
209 |
-
|
210 |
-
title = {IndicXNLI: Evaluating Multilingual Inference for Indian Languages},
|
211 |
-
|
212 |
-
publisher = {arXiv},
|
213 |
-
|
214 |
-
year = {2022},
|
215 |
-
|
216 |
-
copyright = {Creative Commons Attribution 4.0 International}
|
217 |
-
}
|
218 |
-
```
|
219 |
-
|
220 |
-
<!-- ### Contributions -->
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