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Datasets:
DipeshChaudhary
/
nepali-gec-token-tagging

Tasks:
Token Classification
Formats:
arrow
Languages:
Nepali
Size:
1M - 10M
Tags:
grammar-error-correction
nepali
gector
sequence-tagging
Libraries:
Datasets
License:
Dataset card Data Studio Files
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input_ids
list
token_type_ids
list
attention_mask
list
labels
list
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YAML Metadata Warning: The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Nepali Grammar Error Correction - Token Tagging Dataset

Dataset Description

This dataset contains 8,130,496 tokenized Nepali sentence pairs prepared for token-level grammatical error correction using a GECToR-inspired approach.

Key Statistics

  • Training examples: 7,723,971
  • Validation examples: 406,525
  • Tag vocabulary size: 29,656 unique correction operations
  • Source dataset: sumitaryal/nepali_grammatical_error_correction
  • Tokenizer: IRIIS-RESEARCH/RoBERTa_Nepali_125M
  • Max sequence length: 128 tokens

Tag System

The dataset uses a hybrid tagging approach:

Base Operations (3 tags):

  • $KEEP: Token is correct
  • $DELETE: Remove this token
  • $UNKNOWN: Fallback for unexpected cases

Generic Operations (2 tags):

  • $REPLACE_X: Replace token (specific word determined by MLM)
  • $APPEND_X: Insert after token (specific word determined by MLM)

Specific Operations (29,651 tags):

  • $REPLACE_{word}: Replace with specific word (high-frequency corrections)
  • $APPEND_{word}: Insert specific word after token (high-frequency corrections)

Coverage Statistics

  • Specific tags cover 95.40% of all corrections
  • Generic operations handle remaining 4.60% with MLM fallback
  • Frequency threshold: ≥10 occurrences for specific tag inclusion

Data Format

Each example contains:

{
    'input_ids': List[int],        # RoBERTa token IDs
    'attention_mask': List[int],   # Attention mask
    'labels': List[int]            # Correction tag IDs (-100 for special tokens)
}

Top 20 Most Frequent Corrections

  1. $REPLACE_। - 403,028 occurrences (4.85%)
  2. $APPEND_छ - 251,999 occurrences (3.03%)
  3. $APPEND_। - 201,107 occurrences (2.42%)
  4. $REPLACE_गर्नुपर्ने - 135,619 occurrences (1.63%)
  5. $REPLACE_दिएको - 113,115 occurrences (1.36%) ... (see vocabulary file for complete list)

Usage 

from datasets import load_dataset

# Load dataset
dataset = load_dataset("DipeshChaudhary/nepali-gec-token-tagging")

# Load vocabulary
import json
from huggingface_hub import hf_hub_download

vocab_file = hf_hub_download(
    repo_id="DipeshChaudhary/nepali-gec-token-tagging",
    filename="nepali_gec_vocabulary.json",
    repo_type="dataset"
)

with open(vocab_file, 'r', encoding='utf-8') as f:
    vocab_data = json.load(f)

Citation 

@dataset{nepali_gec_token_tagging,
  title={Nepali Grammar Error Correction - Token Tagging Dataset},
  author={DipeshChaudhary},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/DipeshChaudhary/nepali-gec-token-tagging}
}

License

MIT License - Feel free to use for research and commercial applications.

Acknowledgments

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