mteb vs LLMSurvey

Common questions

What is the difference between mteb and LLMSurvey?

mteb: State-of-the-art evaluation of embeddings across languages and modalities. LLMSurvey: A comprehensive collection of papers and resources related to Large Language Models.. See the comparison table for live GitHub stats and shared categories.

When should I choose mteb over LLMSurvey?

Choose mteb over LLMSurvey when Tags unique to mteb: benchmark, embeddings, evaluation, information-retrieval; mteb ships Docker support for self-hosted deployment; More recently updated (last pushed Jul 9, 2026).

When should I choose LLMSurvey over mteb?

Choose LLMSurvey over mteb when Pricing: Since no detailed pricing plan was specified in the repository contents, it can be inferred that access to the materials and resources of LLMSurvey might be free; however, specific details about usage; Tags unique to LLMSurvey: chain-of-thought, in-context-learning, instruction-tuning, large-language-models; Also covers LLM Frameworks; You should use LLMSurvey if you are seeking deep insights into specific advancements such as long chain-of-thought (CoT) reasoning approaches used by DeepSeek-R1 or OpenAI's o-series models.

When should I avoid mteb?

Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

When should I avoid LLMSurvey?

You might not want to use LLMSurvey if you prefer tools that offer practical implementation details over a survey-style summary and organization of research papers. Consider other resources if your focus is on hands-on development rather than deep academic exploration, as LLMSurvey provides extensive academic coverage but fewer direct coding or implementation how

Is mteb or LLMSurvey more popular on GitHub?

LLMSurvey has more GitHub stars (12,187 vs 3,349). Stars measure visibility, not whether either tool fits your constraints.

Are mteb and LLMSurvey open source?

Yes - both are open-source projects on GitHub.

Where can I find alternatives to mteb or LLMSurvey?

GraphCanon lists graph-backed alternatives at mteb alternatives and LLMSurvey alternatives (mteb markdown twin, LLMSurvey 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 LLMSurvey?

mteb: Very active. LLMSurvey: 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 mteb and LLMSurvey?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mteb trust report; LLMSurvey trust report.