OpenCodePapers

visual-document-retrieval-on-vidore-v2

Document UnderstandingVisual Document Retrieval
Dataset Link
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PaperCodeNDCG@5ModelNameReleaseDate
EVIE: High-Performance Multilingual Visual Document Retrieval with Matryoshka Embeddings and Token Compression✓ Link74.23EVIE-8B2026-09-07
ColNanoVDR: Document-Free Query Distillation for Multi-Vector Visual Document Retrieval via Optimal Transport✓ Link65.4ColNanoVDR (from ColVec1.1-8b)2026-09-28
NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval61.5NanoVDR-L (ModernBERT, 151M)2026-03-13
MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction✓ Link61.3MetaEmbed-7B2025-09-22
ModernVBERT: Towards Smaller Visual Document Retrievers✓ Link56.0ColModernVBERT2025-10-01
NeoMME: A Single-Tower Multimodal-Native Multilingual Foundation Encoder for Efficient Fine-Tuning and Inference55.91NeoMME-800M-Retriever (late interaction)2026-08-31
M3DR: Towards Universal Multilingual Multimodal Document Retrieval✓ Link55.4000NetraEmbed2025-12-03
DistilVDR: A Compact End-to-End Visual Document Retriever via Dual-Student Distillation✓ Link55.34DistilVDR-HiRes2026-08-11
Generative Late-Interaction Embeddings For Visual Document Retrieval✓ Link49GLIE (ColPali v1.3, k=64)2026-09-10
Beyond the Grid: Layout-Informed Multi-Vector Retrieval with Parsed Visual Document Representations32.86ColParse (VLM2Vec-V1-2B)2026-03-02