Open-Source 2B Embedding Model topk-embed-v1-small Hits Frontier Ranking on Perplexity Benchmark

antoine_chaffin · x · 2026-10-02

Marek Galovic announced that their open-source topk-embed-v1-small (2B) embedding model achieves frontier-level ranking performance (combined nDCG@10) on Perplexity's private Q2D-Web benchmark, with the eval run by Antoine Chaffin's team. A notable result for a small open embedding model competing with frontier retrieval systems.

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