---
title: nvidia/llama-nemoretriever-colembed-3b-v1
description: The nvidia/llama-nemoretriever-colembed-3b-v1 is a late interaction embedding model  fine-tuned for query-document retrieval. Users can inpu. llama_nemoretrievercolembed, 4.4B parameters.
canonical_url: https://superlinked.com/models/nvidia-llama-nemoretriever-colembed-3b-v1
last_updated: 2026-06-02
---

# nvidia/llama-nemoretriever-colembed-3b-v1

The nvidia/llama-nemoretriever-colembed-3b-v1 is a late interaction embedding model  fine-tuned for query-document retrieval. Users can input `queries`, which are text, or `documents` which are page images, to the model.

Source: [nvidia/llama-nemoretriever-colembed-3b-v1 on HuggingFace](https://huggingface.co/nvidia/llama-nemoretriever-colembed-3b-v1)

## Overview

| Field | Value |
|-------|-------|
| Architecture | llama_nemoretrievercolembed |
| Parameters | 4.4B |
| Tasks | Encode |
| Outputs | Multi-Vec |
| Dimensions | Multi-Vec: 128 |
| Max sequence length | 8,192 tokens |
| License | other |
| Inputs | text, image |
| Languages | multilingual |

## Benchmarks

### Vidore3ComputerScienceRetrieval

Domain: technology · Task: retrieval · Language: en

Visual document retrieval on computer science papers and slides

**Performance (L4 b1 c4):** Corpus 0.6 img/s · Corpus p50 6.2s · Query 400 tok/s · Query p50 184.7ms

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

### Vidore3FinanceEnRetrieval

Domain: finance · Task: retrieval · Language: en

Visual document retrieval on financial reports

**Performance (L4 b1 c4):** Corpus 0.6 img/s · Corpus p50 6.1s · Query 502 tok/s · Query p50 152.7ms

[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: 0.6513 · map at 10: 0.5053 · mrr at 10: 0.7844

**Performance (L4 b1 c16):** Corpus 0.9 img/s · Corpus p50 17.9s · Query 689 tok/s · Query p50 740.7ms

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

### Vidore3PharmaceuticalsRetrieval

Domain: medical · Task: retrieval · Language: en

Visual document retrieval on pharmaceutical documents

**Performance (L4 b1 c4):** Corpus 0.7 img/s · Corpus p50 6.0s · Query 420 tok/s · Query p50 185.5ms

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