{"slug":"bge-reranker","name":"BGE Reranker","domain":"anker.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank BGE Reranker #7 of 8 for reranking model api. Source: https://modelsagree.com/product/bge-reranker (modelsagree.com, CC BY 4.0).","best_rank":7,"categories":1,"entries":[{"slug":"best-reranking-model-api","title":"Best reranking model API","rank":7,"of":8,"score":1,"appearances":1,"modelRanks":{"ChatGPT":5},"reason":"Proven multilingual open-source cross-encoder with inexpensive managed serving, broad framework support, and the freedom to self-host; excellent practical value for ordinary short-query, passage-ranking pipelines","reasons":[{"model":"ChatGPT","reason":"Proven multilingual open-source cross-encoder with inexpensive managed serving, broad framework support, and the freedom to self-host; excellent practical value for ordinary short-query, passage-ranking pipelines"}],"fixes":[{"model":"ChatGPT","fix":"The 1,024-token pair limit and older pointwise architecture make it materially weaker for long documents, nuanced instructions, and highest-accuracy workloads"}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-14","2026-07-15"],"ranks":[null,null,null,null,null,null,7]},"api":"https://modelsagree.com/api/v1/best/best-reranking-model-api.json"}],"page":"https://modelsagree.com/product/bge-reranker","check":"https://modelsagree.com/check?q=BGE%20Reranker","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}