AI models and infrastructure

Semantic search and reranking

Search systems that retrieve and rerank information by meaning or relevance

Where it stands

Open models117 products1.02× its peers

Fastest products

1mradermacher/Qwen3-Reranker-0.6B-GGUF · Open models19×
2cross-encoder/ms-marco-electra-base · Open models16×
3castorini/monot5-base-msmarco · Open models15×
4hotchpotch/japanese-reranker-small-v2 · Open models15×
5namdp-ptit/ViRanker · Open models9.5×
6castorini/monot5-base-msmarco-10k · Open models8.4×
7AITeamVN/Vietnamese_Reranker · Open models7.0×
8cross-encoder/msmarco-MiniLM-L12-en-de-v1 · Open models6.8×
9pipizhao/SkillRouter-Reranker-0.6B · Open models5.1×
10zeroentropy/zerank-1-small-reranker · Open models4.9×
11webis/set-encoder-base · Open models4.3×
12Qwen/Qwen3-Reranker-8B · Open models3.8×13cross-encoder/qnli-electra-base · Open models3.0×
14hotchpotch/japanese-reranker-cross-encoder-small-v1 · Open models2.9×
15Qwen/Qwen3-VL-Reranker-8B · Open models2.7×16answerdotai/answerai-colbert-small-v1 · Open models2.6×
17drawais/Qwen3-Reranker-0.6B-AWQ-INT4 · Open models2.5×
18cross-encoder/ettin-reranker-17m-v1 · Open models2.2×
19sdadas/polish-reranker-base-ranknet · Open models2.2×
20dragonkue/bge-reranker-v2-m3-ko · Open models2.2×
21antoinelouis/crossencoder-mMiniLMv2-L6-mmarcoFR · Open models2.1×
22cross-encoder/msmarco-MiniLM-L6-en-de-v1 · Open models2.1×
23antoinelouis/crossencoder-camembert-base-mmarcoFR · Open models2.0×
24mradermacher/Qwen3-Reranker-8B-GGUF · Open models2.0×
25cross-encoder/ettin-reranker-400m-v1 · Open models1.9×

155 products carry this theme. “× its peers” is the theme's median growth against the place's median.

Measured, not estimated · snapshot 2026-10-03 · Growth is shown only where the starting size is big enough to mean something.