--- title: "BizFinBench vs do-not-answer" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/hithink-research-bizfinbench-vs-libr-ai-do-not-answer" tools: ["hithink-research-bizfinbench", "libr-ai-do-not-answer"] --- # BizFinBench vs do-not-answer *GraphCanon updated Aug 5, 2026* ## Verdict Pick BizFinBench if bizFinBench is a finance-specific benchmark for evaluating large language models in real-world business settings; pick do-not-answer if dataset for evaluating safeguards in LLMs to ensure ethical compliance, distributed under both Creative Commons and Apache licenses. [BizFinBench](https://hithink-research.github.io/BizFinBench/) reports 168 GitHub stars, 12 forks, and 0 open issues, last pushed May 1, 2026. [do-not-answer](https://github.com/Libr-AI/do-not-answer) has 339 stars, 29 forks, and 0 open issues, last pushed Jun 7, 2024. Figures are from public GitHub metadata via [BizFinBench's repository](https://github.com/HiThink-Research/BizFinBench) and [do-not-answer's repository](https://github.com/Libr-AI/do-not-answer). | | [BizFinBench](/tools/hithink-research-bizfinbench.md) | [do-not-answer](/tools/libr-ai-do-not-answer.md) | | --- | --- | --- | | Tagline | A Business-Driven Real-World Financial Benchmark for Evaluating LLMs | A Dataset for Evaluating Safeguards in LLMs | | Stars | 168 | 339 | | Forks | 12 | 29 | | Open issues | 0 | 0 | | Language | Python | Jupyter Notebook | | Adopt for | BizFinBench is a finance-specific benchmark for evaluating large language models in real-world business settings. | Dataset for evaluating safeguards in LLMs to ensure ethical compliance, distributed under both Creative Commons and Apache licenses. | | Persona | - | - | | Runtime | - | - | | License | - | Dual licensing model, datasets under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License and source files under Apache 2.0 license. | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [BizFinBench](/tools/hithink-research-bizfinbench.md) | [do-not-answer](/tools/libr-ai-do-not-answer.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Dormant (18%) | | Days since push | 88d | 788d | | Full report | [trust report](/tools/hithink-research-bizfinbench/trust.md) | [trust report](/tools/libr-ai-do-not-answer/trust.md) | ## Decision facts: BizFinBench - **Requirements:** 需要安装所需的Python库以运行评估：pip install -r requirements.txt; 环境变量设置包括模型路径、远程模型URL、模型名称以及其他相关参数，如使用API进行测试时的API key等。; 必须确保遵守相关的使用和许可政策，这可能涉及研究使用的限制及其他第三方协议条款。 - **Adopt for:** BizFinBench is a finance-specific benchmark for evaluating large language models in real-world business settings. ## Decision facts: do-not-answer - **Adopt for:** Dataset for evaluating safeguards in LLMs to ensure ethical compliance, distributed under both Creative Commons and Apache licenses. - **License detail:** Dual licensing model, datasets under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License and source files under Apache 2.0 license. ## Choose when ### Choose BizFinBench if… - BizFinBench is primarily Python; do-not-answer is Jupyter Notebook. - Requirements: 需要安装所需的Python库以运行评估：pip install -r requirements.txt; 环境变量设置包括模型路径、远程模型URL、模型名称以及其他相关参数，如使用API进行测试时的API key等。; 必须确保遵守相关的使用和许可政策，这可能涉及研究使用的限制及其他第三方协议条款。. - Tags unique to BizFinBench: benchmark, finance, llm, llm-benchmarking. - For teams专注于金融行业，需要评估其模型在实际业务场景中的表现时。 ### Choose do-not-answer if… - do-not-answer is primarily Jupyter Notebook; BizFinBench is Python. - Tags unique to do-not-answer: datasets, ethical ai, safeguard testing. - To assess the reliability of safeguards implemented in your Large Language Model. ## When NOT to use BizFinBench - BizFinBench，，。 - ，，BizFinBench。 ## When NOT to use do-not-answer - If you require tools for direct implementation or fine-tuning LLMs rather than evaluating them. - Your project does not involve assessing ethical compliance or safeguard measures within language models. ## Common questions ### What is the difference between BizFinBench and do-not-answer? BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs. do-not-answer: A Dataset for Evaluating Safeguards in LLMs. See the comparison table for live GitHub stats and shared categories. ### When should I choose BizFinBench over do-not-answer? Choose BizFinBench over do-not-answer when BizFinBench is primarily Python; do-not-answer is Jupyter Notebook; Requirements: 需要安装所需的Python库以运行评估：pip install -r requirements.txt; 环境变量设置包括模型路径、远程模型URL、模型名称以及其他相关参数，如使用API进行测试时的API key等。; 必须确保遵守相关的使用和许可政策，这可能涉及研究使用的限制及其他第三方协议条款。; Tags unique to BizFinBench: benchmark, finance, llm, llm-benchmarking; For teams专注于金融行业，需要评估其模型在实际业务场景中的表现时。. ### When should I choose do-not-answer over BizFinBench? Choose do-not-answer over BizFinBench when do-not-answer is primarily Jupyter Notebook; BizFinBench is Python; Tags unique to do-not-answer: datasets, ethical ai, safeguard testing; To assess the reliability of safeguards implemented in your Large Language Model. ### When should I avoid BizFinBench? BizFinBench，，。 ，，BizFinBench。 ### When should I avoid do-not-answer? If you require tools for direct implementation or fine-tuning LLMs rather than evaluating them. Your project does not involve assessing ethical compliance or safeguard measures within language models. ### Is BizFinBench or do-not-answer more popular on GitHub? do-not-answer has more GitHub stars (339 vs 168). Stars measure visibility, not whether either tool fits your constraints. ### Are BizFinBench and do-not-answer open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to BizFinBench or do-not-answer? GraphCanon lists graph-backed alternatives at [BizFinBench alternatives](/tools/hithink-research-bizfinbench/alternatives) and [do-not-answer alternatives](/tools/libr-ai-do-not-answer/alternatives) ([BizFinBench markdown twin](/tools/hithink-research-bizfinbench/alternatives.md), [do-not-answer markdown twin](/tools/libr-ai-do-not-answer/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/hithink-research-bizfinbench-vs-libr-ai-do-not-answer.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, BizFinBench or do-not-answer? BizFinBench: Steady. do-not-answer: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for BizFinBench and do-not-answer? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [BizFinBench trust report](/tools/hithink-research-bizfinbench/trust); [do-not-answer trust report](/tools/libr-ai-do-not-answer/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=hithink-research-bizfinbench`](/api/graphcanon/graph?tool=hithink-research-bizfinbench) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_