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What AI says about MonoT5

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Data as of Oct 8, 2026Based on 29,059 AI responsesReviewed by Dimitry Apollonsky · Oct 5, 2026

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huggingface.co

AI summary

MonoT5 is a T5 base reranker fine-tuned on the MS MARCO passage dataset for 100k steps, designed to improve document ranking by reordering search results based on relevance.

Hosted on Hugging Face

Mentioned in

<1%No change

of AI answers about MonoT5 and its rivals. Since Jul 5

The market map

RAG Platforms and Retrieval Tools

Mentioned in

1Voyage AI33% · Avg. position 4.1
2Pinecone28% · Avg. position 33.0
=3Cohere Rerank27% · Avg. position 42.6
=3LlamaIndex27% · Avg. position 57.6
=3Jina AI27% · Avg. position 31.3
6LangChain23% · Avg. position 14.1
=7Cohere19% · Avg. position 3.7
=7Qwen19% · Avg. position 8.8
=9BAAI/bge-reranker-v2-m318% · Avg. position 28.5
11Qdrant17% · Avg. position 8.3
12BGE-Reranker16% · Avg. position 7.6
=13Google Cloud Gemini Enterprise Agent Platform15% · Avg. position 6.5
=15RAGFlow13% · Avg. position 3.8
=15Azure AI Search13% · Avg. position 45.3

Where AI names MonoT5

Since Jul 5

ChatGPT Search<1%
Google AI Mode

Topics AI recommends MonoT5 for1

MonoT5's share in each topic, as its page ranks it

Topic#

RAG document rerankingRAG Platforms and Retrieval Tools<1%=73

Other brands in RAG Platforms and Retrieval Tools

Rank

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Where MonoT5 ranks in AI

RAG Platforms and Retrieval Tools=134

<1%

#4

BGE-Reranker#12

Cohere#17

Sources AI cites

huggingface.co 0%Other sites 100%

Questions

QuestionMentioned in

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