This repo contains the code for "VLM2Vec / MMEB" [ICLR 2025], "VLM2Vec-V2 / MMEB-V2" [TMLR 2026], and "MMEB-V3" [COLM 2026]
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Updated
Aug 23, 2026 - Python
This repo contains the code for "VLM2Vec / MMEB" [ICLR 2025], "VLM2Vec-V2 / MMEB-V2" [TMLR 2026], and "MMEB-V3" [COLM 2026]
Jina VDR is a multilingual, multi-domain benchmark for visual document retrieval
Embedding model prioritized towards Multimodal RAG, overall + VisDoc double top1 on MMEB benchmark
Official ICML 2026 implementation. A framework for training highly efficient list-wise multimodal rerankers for long documents.
Benchmarking search agents for closed-corpus, multi-hop retrieval over visually rich documents.
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