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+ ---
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+ language:
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+ - en
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+ task_categories:
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+ - text-classification
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+ - token-classification
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+ tags:
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+ - json
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+ - validation
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+ - semantic-errors
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+ - synthetic-data
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # JSON SemVal Synthetic v1
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+
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+ Synthetic JSON+Schema corruptions for semantic validation training.
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+
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+ ## Dataset Description
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+
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+ This dataset contains synthetically generated JSON payloads with controlled semantic errors for training ML models to detect and fix JSON validation issues.
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+
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+ ### Dataset Structure
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+
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+ Each example in the dataset contains:
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+
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+ - `schema`: JSON Schema definition
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+ - `clean_json`: Valid JSON payload conforming to the schema
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+ - `corrupt_json`: Corrupted JSON with semantic errors
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+ - `error_type`: Type of error introduced (e.g., type_mismatch, format_violation, enum_violation)
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+ - `jsonpath`: JSONPath to the location of the error
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+ - `fix_action`: Suggested fix action (e.g., cast_number, parse_date_iso, map_enum)
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+
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+ ### Error Types
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+
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+ - `type_mismatch` - Wrong data type (e.g., string instead of integer)
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+ - `format_violation` - Invalid format (e.g., bad date format)
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+ - `enum_violation` - Invalid enum value
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+ - `missing_required` - Missing required field
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+ - `extra_property` - Unexpected additional property
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+ - `range_violation` - Value outside allowed range
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+ - `pattern_violation` - String doesn't match regex pattern
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+
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+ ### Data Splits
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+
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+ - **Train**: 30 examples
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+ - **Test**: 10 examples
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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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+
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+ dataset = load_dataset("thearnabsarkar/json-semval-synth-v1")
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+
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+ # Access train split
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+ train_data = dataset["train"]
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+
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+ # Example usage
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+ for example in train_data:
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+ print(f"Error type: {example['error_type']}")
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+ print(f"JSONPath: {example['jsonpath']}")
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+ print(f"Fix action: {example['fix_action']}")
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+ ```
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+
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+ ### Dataset Creation
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+
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+ This dataset was generated using the JSON Semantic Validator's synthetic data generation pipeline, which:
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+
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+ 1. Generates diverse JSON schemas
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+ 2. Creates valid JSON payloads
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+ 3. Introduces controlled corruptions
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+ 4. Labels each corruption with error type and location
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+
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+ ### License
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+
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+ MIT
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+
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+ ### Citation
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+
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+ If you use this dataset, please cite:
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+
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+ ```bibtex
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+ @misc{json-semval-synth-v1,
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+ author = {Arnab Sarkar},
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+ title = {JSON SemVal Synthetic v1},
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+ year = {2025},
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+ publisher = {Hugging Face},
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+ url = {https://huggingface.co/datasets/thearnabsarkar/json-semval-synth-v1}
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+ }
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+ ```
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+
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+ ### Related Resources
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+
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+ - **Model**: [thearnabsarkar/json-semval-minilm-v1](https://huggingface.co/thearnabsarkar/json-semval-minilm-v1) (coming soon)
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+ - **Space**: [thearnabsarkar/json-semantic-validator](https://huggingface.co/spaces/thearnabsarkar/json-semantic-validator) (coming soon)
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+ - **Code**: [GitHub Repository](https://github.com/thearnabsarkar/json-semantic-validator) (if applicable)
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+