Perplexity's decider model matches top reranker at $0.20/1k queries, cutting cost 80%

antoine_chaffin · x · 2026-10-27

A hev mind benchmark shows Perplexity's pplx-decider-v1.2 now matches Mixedbread v3.1, last month's best listwise reranker, at 0.511 avg nDCG@10 over SciFact/NFCorpus/FiQA (paired diff +0.0001, statistically indistinguishable) while charging $0.20 per 1,000 queries. Mixedbread also cut prices to roughly $0.27/1k. Top-tier reranking costs fell about 80% in a month as a general decision model caught up with the specialist. The author cautions BEIR wins don't guarantee all-domain performance and suggests tuning state definitions and document packing to squeeze more.

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