Improve dataset card with description and task category
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by
nielsr
HF staff
- opened
README.md
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license: cc-by-sa-4.0
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language:
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- zh
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configs:
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---
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---
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language:
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- zh
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license: cc-by-sa-4.0
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configs:
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- config_name: Data
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data_files: CaseGen.json
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task_categories:
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- text-generation
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tags:
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- legal
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- chinese
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- multi-stage-generation
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---
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# CaseGen: A Benchmark for Multi-Stage Legal Case Documents Generation
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<div align="center">
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<img src="./fig/CaseGen.png" style="width: 40%;height: 40%">
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</div>
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**CaseGen** is a benchmark designed to evaluate large language models (LLMs) in the generation of legal case documents in the Chinese legal domain. The dataset includes 500 real-world legal case instances, each structured into seven sections: Prosecution, Defense, Evidence, Events, Facts, Reasoning, and Judgment. It supports four key tasks: drafting defense statements, writing trial facts, composing legal reasoning, and generating judgment results.
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This repository contains both the dataset and the code for evaluating the performance of LLMs in generating legal case documents. It provides a multi-stage generation task framework and an automated evaluation pipeline using LLMs as evaluators.
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## Task Description
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CaseGen includes four key tasks:
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1. **Drafting Defense Statements**: Respond to the prosecution’s claims based on evidence.
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2. **Writing Trial Facts**: Construct trial facts by verifying the true course of events.
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3. **Composing Legal Reasoning**: Analyze the case facts and apply legal principles for the court's reasoning.
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4. **Generating Judgment Results**: Formulate the final ruling based on trial facts and legal reasoning.
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## Data
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The data was collected from publicly available legal resources, with a strong emphasis on maintaining data integrity and quality. The case documents have been pre-processed and annotated by legal experts. Evidence details are annotated for completeness, and the data is formatted in JSON for ease of use.
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An example of a case is:
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```json
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{
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"id": 0,
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"title": " ",
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"full_text": " ",
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"defense": " ",
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"fact": " ",
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"reasoning": " ",
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"event": { },
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"evidence": { }
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}
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```
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## License
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CaseGen is released under the **CC BY-NC-SA 4.0** license. It is available for non-commercial academic use. Commercial use requires additional authorization.
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