jonsun-zhao/canadian-tax-law-qa

--- language: - en license: cc-by-4.0 task_categories: - question-answering - text-generation tags: - legal - canadian-tax-law - income-tax-act - excise-tax-act - law - finance pretty_name: Canadian Tax Law Q&A Dataset size_categories: - 10K<n<100K --- # Canadian Tax Law Q&A Dataset ## Dataset Description This dataset contains 11,311 question-answer pairs based on Canadian tax law, specifically the Income Tax Act (ITA) and Excise Tax Act (ETA). The dataset is designed for fine-tuning legal language models, particularly SaulLM-7B. ### Dataset Summary - **Language:** English - **License:** CC-BY-4.0 - **Task:** Question Answering, Text Generation - **Domain:** Canadian Tax Law - **Format:** Conversational format with `<s>[INST]...[/INST]...</s>` tags ### Sources The Q&A pairs were generated from: - Income Tax Act (ITA) - Official consolidated text from laws-lois.justice.gc.ca - Excise Tax Act (ETA) - Official consolidated text from laws-lois.justice.gc.ca - CRA Income Tax Folios and Guides ### Data Format Each example follows the instruction-response format: ```json { "text": "<s>[INST] What is Section 118(1) of the Income Tax Act? [/INST] Section 118(1) of the Income Tax Act provides for the basic personal amount tax credit... </s>" } ``` ### Usage This dataset is intended for: - Fine-tuning legal language models on Canadian tax law - Training question-answering systems for tax-related queries - Research on domain-specific language model adaptation ### Example Usage ```python from datasets import load_dataset dataset = load_dataset("Christine-HiAiPerf/canadian-tax-law-qa") # Access splits train_data = dataset["train"] val_data = dataset["validation"] test_data = dataset["test"] ``` ### Data Collection The data was collected and processed through the following pipeline: 1. Web scraping of official Canadian government legal texts 2. Text chunking and preprocessing 3. Q&A pair generation using Llama-3.1-8B-Instruct 4. Quality filtering (citation checks, length validation, deduplication) 5. Formatting for SaulLM-7B instruction-following format ### Citation If you use this dataset, please cite: ```bibtex @dataset{canadian_tax_law_qa, title={Canadian Tax Law Q&A Dataset}, year={2026}, url={https://huggingface.co/datasets/Christine-HiAiPerf/canadian-tax-law-qa} } ``` ### Limitations - The dataset focuses specifically on Canadian tax law - Generated Q&A pairs may require human review for legal accuracy - The dataset is based on the legislation as of February 2026 ### Disclaimer This dataset is for research and educational purposes only. It should not be used as a substitute for professional legal or tax advice.--- 语言: - en 许可协议: - cc-by-4.0 任务类别: - 问答 - 文本生成 标签: - 法律 - 加拿大税法 - 所得税法 - 消费税法 - 法学 - 金融 美观名称: 加拿大税法问答数据集 规模类别: - 10K<n<100K --- # 加拿大税法问答数据集 ## 数据集概述 本数据集包含11311条基于加拿大税法的问答样本，特指《所得税法（Income Tax Act, ITA）》与《消费税法（Excise Tax Act, ETA）》，专为法律大语言模型的微调任务设计，尤其适配SaulLM-7B模型。 ### 数据集概览 - **语言：** 英语 - **许可协议：** CC-BY-4.0 - **任务类型：** 问答、文本生成 - **应用领域：** 加拿大税法 - **数据格式：** 采用`<s>[INST]...[/INST]...</s>`标记的对话式格式 ### 数据来源 本数据集的问答样本源自以下内容： - 《所得税法（ITA）》：加拿大政府官方整合文本，来源为laws-lois.justice.gc.ca - 《消费税法（ETA）》：加拿大政府官方整合文本，来源为laws-lois.justice.gc.ca - 加拿大税务局（Canada Revenue Agency, CRA）所得税手册与指南 ### 数据格式 每条样本均遵循指令-回复结构，示例如下： json { "text": "<s>[INST] What is Section 118(1) of the Income Tax Act? [/INST] Section 118(1) of the Income Tax Act provides for the basic personal amount tax credit... </s>" } ### 应用场景 本数据集可用于： - 针对加拿大税法场景的法律大语言模型微调 - 构建面向税务相关咨询的问答系统 - 开展领域专属大语言模型适配相关研究 ### 示例用法 以下为示例使用代码： python from datasets import load_dataset dataset = load_dataset("Christine-HiAiPerf/canadian-tax-law-qa") # Access splits train_data = dataset["train"] val_data = dataset["validation"] test_data = dataset["test"] ### 数据采集流程 本数据集通过以下流程采集与处理： 1. 爬取加拿大官方政府法律文本 2. 文本分段与预处理 3. 使用Llama-3.1-8B-Instruct生成问答样本 4. 质量过滤（含引用校验、长度验证、去重操作） 5. 适配SaulLM-7B的指令跟随格式进行格式化 ### 引用声明 若您使用本数据集，请引用如下文献： bibtex @dataset{canadian_tax_law_qa, title={Canadian Tax Law Q&A Dataset}, year={2026}, url={https://huggingface.co/datasets/Christine-HiAiPerf/canadian-tax-law-qa} } ### 数据集局限性 - 本数据集仅聚焦加拿大税法领域 - 生成的问答样本可能需要人工校验以确保法律准确性 - 本数据集基于2026年2月生效的立法版本 ### 免责声明 本数据集仅用于研究与教育用途，不得替代专业法律或税务咨询意见。