# ViDoRe V3 Markdown (Perplexity report)

> Perplexity reports public ViDoRe V3 Markdown retrieval nDCG@10 of 61.2 for the 0.6B model and 64.7 for the 9B model.

Canonical page: https://benchlm.ai/benchmarks/vidore-v3-markdown-perplexity

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: October 7, 2026 model-card report

## About ViDoRe V3 Markdown (Perplexity report)

- Year: 2026
- Format: Public ViDoRe V3 retrieval
- Difficulty: Visual document retrieval
- Paper: [Perplexity multimodal late-interaction embedding model card](https://huggingface.co/perplexity-ai/pplx-embed-v2-late-9b/blob/77e936a1b18ed2ac00b7c76fccd70dc6a1bb1c18/README.md)

Perplexity reports public ViDoRe V3 nDCG@10 on a 0–100 scale. Image and Markdown retrieval use separate input representations. These provider-reported results remain display-only and do not establish general LLM capability scores. The two models share a multi-vector embedding space; each retained token has a 128-dimensional vector, and query–document pairs use MaxSim scoring.

ViDoRe V3 Markdown (Perplexity report) is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (2 models)

| Rank | Model | Configuration | Creator | Score |
|------|-------|---------------|---------|-------|
| 1 | [pplx-embed-v2-late-9b](/models/pplx-embed-v2-late-9b) | Public ViDoRe V3; Markdown | Perplexity | 64.7% |
| 2 | [pplx-embed-v2-late-0.6b](/models/pplx-embed-v2-late-0-6b) | Public ViDoRe V3; Markdown | Perplexity | 61.2% |

## FAQ

### What does ViDoRe V3 Markdown (Perplexity report) measure?

Perplexity reports public ViDoRe V3 Markdown retrieval nDCG@10 of 61.2 for the 0.6B model and 64.7 for the 9B model.

### Which model leads the published ViDoRe V3 Markdown (Perplexity report) snapshot?

pplx-embed-v2-late-9b currently leads the published ViDoRe V3 Markdown (Perplexity report) snapshot with a score of 64.7%.

### How many models are evaluated on ViDoRe V3 Markdown (Perplexity report)?

The October 7, 2026 model-card report contains 2 AI models.

### Does ViDoRe V3 Markdown (Perplexity report) affect BenchLM's overall score?

Not directly. ViDoRe V3 Markdown (Perplexity report) is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.