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Uploading GEC dataset with 10 tags (incl. Swap/Merge/Split)

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  1. README.md +76 -0
  2. dataset_dict.json +1 -0
  3. gec_vocabulary.json +26 -0
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README.md ADDED
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+ ---
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+ language:
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+ - ne
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+ license: mit
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+ task_categories:
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+ - token-classification
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+ tags:
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+ - grammatical-error-correction
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+ - gec
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+ - nepali
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+ - gector
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+ - sequence-tagging
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ # Nepali GEC (gector style) Token Tagging Dataset
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+
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+ This is a processed version of the [sumitaryal/nepali_grammatical_error_correction](https://huggingface.co/datasets/sumitaryal/nepali_grammatical_error_correction) dataset,
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+ designed for training GEC-ToR-style sequence tagging models.
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+
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+ This dataset has been processed with a robust, multi-pass, content-aware alignment algorithm
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+ to generate high-fidelity correction tags, **including complex and adjacent SWAP operations**.
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+
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+ ## Total Examples: 16,260,992
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+
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+ * **Training:** 13,008,711
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+ * **Validation:** 2,439,231
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+ * **test:** 813,050
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+
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+ ## Key Features
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+
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+ - **Token-Level Tags:** Word-level corrections are mapped to subword (token) labels.
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+ - **Correct Sentences Included:** The dataset contains both incorrect and correct sentences (tagged with `$KEEP`) for model stability.
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+ - **Stratified Splits:** Splits are stratified by the dominant error tag to ensure balanced evaluation.
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+
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+ ## Tag Vocabulary (10 Tags)
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+
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+ This dataset uses an enhanced 10-tag system:
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+
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+ 1. **`$KEEP`**: Token is correct. -> label -> 0
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+ 2. **`$DELETE`**: Token should be deleted. -> label -> 1
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+ 3. **`$REPLACE`**: Token should be replaced (e.g., by a Transformer's MLM head). -> label -> 2
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+ 4. **`$APPEND`**: A new token should be inserted *after* this token. -> label -> 3
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+ 5. **`$SWAP_NEXT`**: Token is part of a swap (first word). -> label -> 4
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+ 6. **`$SWAP_PREV`**: Token is part of a swap (second word). -> label -> 5
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+ 7. **`$MERGE_NEXT`**: This token should be merged with the next token. -> label -> 6
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+ 8. **`$MERGE_PREV`**: This token should be merged with the previous token. -> label -> 7
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+ 9. **`$SPLIT`**: This token should be split into multiple tokens. -> label -> 8
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+ 10. **`$UNKNOWN`**: Fallback tag (should not be present). -> label -> 9
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+ import json
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+ from huggingface_hub import hf_hub_download
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+
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+ REPO_ID = "DipeshChaudhary/muril-nepali-gector-style-token-level-tag-for-ged"
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+
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+ # Load dataset
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+ dataset = load_dataset(REPO_ID)
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+
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+ # Load vocabulary
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+ vocab_file = hf_hub_download(
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+ repo_id=REPO_ID,
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+ filename="gec_vocabulary.json",
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+ repo_type="dataset"
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+ )
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+
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+ with open(vocab_file, 'r', encoding='utf-8') as f:
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+ vocabulary = json.load(f)
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+
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+ print(f"Splits: {list(dataset.keys())}")
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+ print(f"Tags: {vocabulary['tag_to_id']}")
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+ ```
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+ {
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+ "$KEEP": 0,
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+ "$DELETE": 1,
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+ "$REPLACE": 2,
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+ "$APPEND": 3,
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+ "$SWAP_NEXT": 4,
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+ "$SWAP_PREV": 5,
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+ "$MERGE_NEXT": 6,
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+ "$MERGE_PREV": 7,
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+ "$SPLIT": 8,
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+ "$UNKNOWN": 9
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+ },
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+ "id_to_tag": {
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+ "0": "$KEEP",
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+ "1": "$DELETE",
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+ "2": "$REPLACE",
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+ "3": "$APPEND",
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+ "4": "$SWAP_NEXT",
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+ "5": "$SWAP_PREV",
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+ "6": "$MERGE_NEXT",
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+ "7": "$MERGE_PREV",
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+ "8": "$SPLIT",
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+ "9": "$UNKNOWN"
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+ }
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+ }
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