---
title: nvidia/nemotron-colembed-vl-4b-v2
description: "The nvidia/nemotron-colembed-vl-4b-v2 is a state-of-the-art late interaction embedding model that ranks No. 3 in the ViDoRe V3: a comprehens. Qwen3-VL, 4.8B parameters."
canonical_url: https://superlinked.com/models/nvidia-nemotron-colembed-vl-4b-v2
last_updated: 2026-08-24
---

# nvidia/nemotron-colembed-vl-4b-v2

The nvidia/nemotron-colembed-vl-4b-v2 is a state-of-the-art late interaction embedding model that ranks No. 3 in the ViDoRe V3: a comprehensive evaluation of retrieval for enterprise use-case benchmark, (as of Jan 26, 2026) with a score of `61.42` on 8 public tasks.

Source: [nvidia/nemotron-colembed-vl-4b-v2 on HuggingFace](https://huggingface.co/nvidia/nemotron-colembed-vl-4b-v2)

## Overview

| Field | Value |
|-------|-------|
| Architecture | Qwen3-VL |
| Parameters | 4.8B |
| Tasks | Encode |
| Outputs | Multi-Vec |
| Dimensions | Multi-Vec: 2,560 |
| Max sequence length | 8,192 tokens |
| License | cc-by-nc-4.0 |
| Inputs | text, image |
| Languages | multilingual |

## Benchmarks

### Vidore3ComputerScienceRetrieval

Domain: technology · Task: retrieval · Language: en

Visual document retrieval on computer science papers and slides

**Variant: default_lang-eng**

**Quality:** map at 10: 0.6818 · mrr at 10: 0.9077 · ndcg at 10: 0.7959

**Variant: muvera_lang-eng_limit-256**

**Quality:** ndcg at 10: 0.5491 · map at 10: 0.4479 · mrr at 10: 0.6088

[Reference](https://arxiv.org/abs/2601.08620)

### Vidore3FinanceEnRetrieval

Domain: finance · Task: retrieval · Language: en

Visual document retrieval on financial reports

**Variant: default_lang-eng**

**Quality:** map at 10: 0.5592 · mrr at 10: 0.7910 · ndcg at 10: 0.6823

**Variant: muvera_lang-eng_limit-256**

**Quality:** ndcg at 10: 0.3245 · map at 10: 0.2195 · mrr at 10: 0.3970

[Reference](https://arxiv.org/abs/2601.08620)

### Vidore3HrRetrieval

Domain: general · Task: retrieval · Language: en

Visual document retrieval on HR-related documents

**Quality:** ndcg at 10: 0.3081 · map at 10: 0.1960 · mrr at 10: 0.3622

[Reference](https://arxiv.org/abs/2601.08620)

### Vidore3PharmaceuticalsRetrieval

Domain: medical · Task: retrieval · Language: en

Visual document retrieval on pharmaceutical documents

**Variant: default_lang-eng**

**Quality:** map at 10: 0.5696 · mrr at 10: 0.7925 · ndcg at 10: 0.6809

**Variant: muvera_lang-eng_limit-256**

**Quality:** ndcg at 10: 0.5023 · map at 10: 0.3996 · mrr at 10: 0.5714

[Reference](https://arxiv.org/abs/2601.08620)