ViDoRe V3 Pipeline — leaderboard
Visual Document Retrieval Benchmark V3 pipeline leaderboard for full retrieval systems over English visual documents.
Metric: Mean nDCG@5 (%). Source: huggingface.co. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | NeMo Retriever Agentic (ColEmbed-VL-8B + Opus 4.5) | 67.07 |
| 2 | jina-embeddings-v4 + zerank-2 (text) | 63.14 |
| 3 | nemotron-colembed-vl-8b-v2 | 62.01 |
| 4 | llama-nemotron-embed-vl + rerank-vl-1b-v2 (image+text) | 59.99 |
| 5 | llama-nemotron-colembed-vl-3b-v2 | 58.63 |
| 6 | jina-embeddings-v4 + jina-reranker-m0 (image) | 57.83 |
| 7 | llama-nemotron-embed-vl + rerank-vl-1b-v2 (image) | 55.87 |
| 8 | llama-nemotron-embed-vl-1b-v2 (image+text) | 53.4 |
| 9 | qwen3-embedding-8b | 50.67 |
| 10 | llama-nemotron-embed-vl-1b-v2 (image) | 49.83 |
Interactive version: theaggregate.ai/benchmark?slug=vidore-v3-pipeline · How the rankings work · Data refreshed daily, snapshot 2026-07-22.