Re-evaluating LLM encoders for semantic search

Most benchmarks don’t reflect real-world retail search performance.

This white paper examines how well top LLM encoders, ranked on MTEB and public ecommerce datasets, transfer to production. The results show why domain-specific evaluation is critical for semantic search.

If you work on search relevance, it’s a practical look at what benchmarks miss and what actually matters.

Download the white paper.

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