Comparison
mteb vs BizFinBench
Verdict
Pick mteb if mTEB is an evaluator for embedding models across languages and modalities under the Apache-2.0 license; pick BizFinBench if bizFinBench is a finance-specific benchmark for evaluating large language models in real-world business settings.
Markdown twin · mteb alternatives · BizFinBench alternatives
GraphCanon updated 3w
vs
Trust & integrity
| Signal | mteb | BizFinBench |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1mo · github_public_v1 | Steady (88d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1mo · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | Published findings As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- mteb
- State-of-the-art evaluation of embeddings across languages and modalities
- BizFinBench
- A Business-Driven Real-World Financial Benchmark for Evaluating LLMs
Stars
- mteb
- 3.4k
- BizFinBench
- 168
Forks
- mteb
- 645
- BizFinBench
- 12
Open issues
- mteb
- 309
- BizFinBench
- 0
Language
- mteb
- Python
- BizFinBench
- Python
Adopt for
- mteb
- MTEB is an evaluator for embedding models across languages and modalities under the Apache-2.0 license.
- BizFinBench
- BizFinBench is a finance-specific benchmark for evaluating large language models in real-world business settings.
Persona
- mteb
- -
- BizFinBench
- -
Runtime
- mteb
- -
- BizFinBench
- -
License
- mteb
- Apache-2.0
- BizFinBench
- -
Last pushed
- mteb
- Jul 22, 2026
- BizFinBench
- May 1, 2026
Categories
- mteb
- Evaluation & Observability
- BizFinBench
- Evaluation & Observability
Trust and health
Maintenance
- mteb
- Very active (96%)
- BizFinBench
- Steady (60%)
Days since push
- mteb
- 0d
- BizFinBench
- 88d
Open issues (now)
- mteb
- 309
- BizFinBench
- 0
OSV dependency advisories
- mteb
- No lockfile (source not queried)
- BizFinBench
- Published findings
Full report
- mteb
- Trust report
- BizFinBench
- Trust report
Shared compatibility
- Python · mteb: Python runtime · BizFinBench: Python runtime
Choose mteb if…
- Tags unique to mteb: bitext-mining, clustering, embeddings, information-retrieval.
- mteb ships Docker support for self-hosted deployment.
- You require benchmarking tools specifically designed for state-of-the-art embedding evaluations in low-resource NLP contexts.
When NOT to use mteb
- Your project exclusively focuses on a single language or modality not covered by MTEB’s broad scope.
- You need a tool that supports operations beyond evaluation, such as model training or fine-tuning directly within the same system.
Choose BizFinBench if…
- 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: finance, llm, llm-benchmarking, llm-evaluation.
- 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 NOT to use BizFinBench
- BizFinBench，，。
- ，，BizFinBench。
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (embeddings-benchmark/mteb) · observed Jul 22, 2026
- GitHub forks (embeddings-benchmark/mteb) · observed Jul 22, 2026
- Last push (embeddings-benchmark/mteb) · observed Jul 22, 2026
- License file (Apache-2.0) · observed Jul 22, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (HiThink-Research/BizFinBench) · observed Jul 29, 2026
- GitHub forks (HiThink-Research/BizFinBench) · observed Jul 29, 2026
- Last push (HiThink-Research/BizFinBench) · observed May 1, 2026
- License file (unknown) · observed Jul 29, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: mteb 3.4k · BizFinBench 168 (synced Jul 22, 2026).
Common questions
- What is the difference between mteb and BizFinBench?
- mteb: State-of-the-art evaluation of embeddings across languages and modalities. BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose mteb over BizFinBench?
- Choose mteb over BizFinBench when Tags unique to mteb: bitext-mining, clustering, embeddings, information-retrieval; mteb ships Docker support for self-hosted deployment; You require benchmarking tools specifically designed for state-of-the-art embedding evaluations in low-resource NLP contexts.
- When should I choose BizFinBench over mteb?
- Choose BizFinBench over mteb when 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: finance, llm, llm-benchmarking, llm-evaluation; 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 avoid mteb?
- Your project exclusively focuses on a single language or modality not covered by MTEB’s broad scope. You need a tool that supports operations beyond evaluation, such as model training or fine-tuning directly within the same system.
- When should I avoid BizFinBench?
- BizFinBench，，。 ，，BizFinBench。
- Is mteb or BizFinBench more popular on GitHub?
- mteb has more GitHub stars (3,364 vs 168). Stars measure visibility, not whether either tool fits your constraints.
- Are mteb and BizFinBench open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to mteb or BizFinBench?
- GraphCanon lists graph-backed alternatives at mteb alternatives and BizFinBench alternatives (mteb markdown twin, BizFinBench markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, mteb or BizFinBench?
- mteb: Very active. BizFinBench: Steady. 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 mteb and BizFinBench?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mteb trust report; BizFinBench trust report.