Visual Document Retrieval
Safetensors
sentence-transformers
colpali-engine
qwen3_5
vision-language
colbert
late-interaction
multi-vector
vidore
document-retrieval
multimodal
Instructions to use tencent/EVIE-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use tencent/EVIE-8B with sentence-transformers:
from sentence_transformers import MultiVectorEncoder model = MultiVectorEncoder("tencent/EVIE-8B") queries = ["Which planet is known as the Red Planet?"] documents = [ "Venus is often called Earth's twin because of its similar size and proximity.", "Mars, known for its reddish appearance, is often referred to as the Red Planet.", "Jupiter, the largest planet in our solar system, has a prominent red spot.", ] query_embeddings = model.encode_query(queries) document_embeddings = model.encode_document(documents) similarities = model.similarity(query_embeddings, document_embeddings) print(similarities) - Notebooks
- Google Colab
- Kaggle
Commit History
14 days ago
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docs: link arXiv paper 2610.11553 and update citation
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docs: collapse header to two SOTA links
zifeiwangOne ViDoRe leaderboard badge and one Papers with Code badge.65ed15e -
docs: add official ViDoRe V3 leaderboard ranks
zifeiwangEVIE-8B is #1 (66.24) and EVIE-4.5B is #2 (65.70) on the ViDoRe V3 Mean Task board.8e9c6e1
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docs: add live Papers with Code leaderboard badges (ViDoRe / ViDoRe V2 / ViDoRe V3)
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Move authors section to the end of the model card
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Add Sentence Transformers MultiVectorEncoder integration
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docs: add authors and corresponding contact
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docs: rename EVIE-ARD to ARD in README
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Fix math block KaTeX formatting
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Update README: polished title, technical highlights, open-source notice & N5 metrics
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Update README: full EVIE name and reciprocal model navigation links
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Update README: clean all redundant parenthesized task descriptions
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Update README: clean intro text
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Clean README: direct benchmark comparison without defensive notes
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Update README: add badges, VultronRetriever comparison, and protocol notes
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Hub gitignore (keep model.safetensors)
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EVIE-8B: teacher weights, inference, 138-task eval
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initial commit
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