Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Languages:
Azerbaijani
Size:
10K - 100K
Tags:
nli
License:
license: cc-by-4.0 | |
configs: | |
- config_name: default | |
data_files: | |
- split: train | |
path: data/train-* | |
dataset_info: | |
features: | |
- name: sentence1 | |
dtype: string | |
- name: sentence2 | |
dtype: string | |
- name: lable | |
dtype: int64 | |
splits: | |
- name: train | |
num_bytes: 9761971 | |
num_examples: 74862 | |
download_size: 0 | |
dataset_size: 9761971 | |
task_categories: | |
- token-classification | |
language: | |
- az | |
tags: | |
- nli | |
pretty_name: AzNLI Benchmark | |
size_categories: | |
- 10K<n<100K | |
# AzNLI-Benchmark: Azerbaijani Natural Language Inference | |
This repository contains the AzNLI benchmark dataset for Natural Language Inference (NLI) in the Azerbaijani language. NLI is a fundamental task in natural language understanding where the goal is to determine the logical relationship between two sentences. This dataset is part of the translated version of https://huggingface.co/datasets/sentence-transformers/all-nli | |
## Dataset Overview | |
The AzNLI benchmark consists of sentence pairs in Azerbaijani, where each pair is labeled according to the logical relationship between the first sentence (premise) and the second sentence (hypothesis). | |
## Format | |
The dataset is provided in CSV format with the following columns: | |
- `sentence1`: The premise sentence in Azerbaijani | |
- `sentence2`: The hypothesis sentence in Azerbaijani | |
- `label`: The relationship label (0, 1, or 2) | |
## Label Definitions | |
The labels indicate the following relationships: | |
- **0**: Entailment - The hypothesis is definitely true given the premise | |
- **1**: Neutral - The hypothesis may or may not be true given the premise | |
- **2**: Contradiction - The hypothesis is definitely false given the premise | |
## Example | |
```csv | |
sentence1,sentence2,label | |
Məktəb digər mədəniyyətlərlə məclislərdə necə davranıldığını nümayiş etdirmək üçün Amerika mədəniyyətini göstərən xüsusi bir tədbir keçirir.,Bir məktəb basketbol oyunu təşkil edir.,2 | |
Məktəb digər mədəniyyətlərlə məclislərdə necə davranıldığını nümayiş etdirmək üçün Amerika mədəniyyətini göstərən xüsusi bir tədbir keçirir.,Bir orta məktəb bir tədbir keçirir.,1 | |
Məktəb digər mədəniyyətlərlə məclislərdə necə davranıldığını nümayiş etdirmək üçün Amerika mədəniyyətini göstərən xüsusi bir tədbir keçirir.,Bir məktəb bir tədbir keçirir.,0 | |
``` | |
In the example above: | |
- The first pair shows contradiction: a cultural event about American culture contradicts a basketball game | |
- The second pair shows neutral relationship: a middle school event is neither confirmed nor denied by the premise | |
- The third pair shows entailment: a school holding an event is directly implied by the premise | |
## Usage | |
This dataset can be used for: | |
- Training and evaluating NLI models for Azerbaijani | |
- Cross-lingual transfer learning experiments | |
- Studying natural language understanding in low-resource languages | |
- Benchmarking multilingual models on Azerbaijani NLI | |
## License | |
[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/) | |
## Contact | |
For more information, questions, or issues, please contact LocalDoc at [[email protected]]. |