# Nanonets-OCR2-3B vs Qwen2.5-VL-3B-Instruct: Specs and GPU Cost
Source: https://savrn.com/models/compare/nanonets-ocr2-3b-vs-qwen2-5-vl-3b-instruct
Markdown alternate of the page above; the site index is https://savrn.com/llms.txt

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| Field | [Nanonets-OCR2-3B](https://savrn.com/models/nanonets-ocr2-3b) nanonets/Nanonets-OCR2-3B | [Qwen2.5-VL-3B-Instruct](https://savrn.com/models/qwen2-5-vl-3b-instruct) Qwen/Qwen2.5-VL-3B-Instruct |
| --- | --- | --- |
| Publisher | Nanonets | Qwen |
| Task | Image and text to text | Image and text to text |
| Modality | Image and text | Image and text |
| Parameters, as reported | 3.8B parameters | 3.8B parameters |
| Architecture | Qwen2_5_VLForConditionalGeneration | Qwen2_5_VLForConditionalGeneration |
| Library | transformers | transformers |
| Context length | 128,000 tokens | 128,000 tokens |
| Repository size | 7.5 GB | 7.5 GB |
| Artifact formats | safetensors | safetensors |
| License | Not stated | Not stated |
| Access | Open weights, no gate | Open weights, no gate |
| Memory at 16-bit (weights and margin) | 9 GB | 9 GB |
| Cheapest GPUs at 16-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Memory at 4-bit (weights and margin) | 2.3 GB | 2.3 GB |
| Cheapest GPUs at 4-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Revision viewed | c3886ff00bb0 | 66285546d2b8 |
| Downloads reported by the hub | 44.6k | 1.7M |
| Last observed | 2026-09-18 | 2026-10-23 |

An evaluation row appears only where at least two of these models report the same benchmark with the same stated configuration, metric, unit and setup. Different evaluators stay named in each cell. Values are shown as reported: no unit conversion, no ranking.

## Other Reported Results

These results are listed for each model on its own, because the conditions needed to compare them are not stated or do not match. Two results that leave a condition blank are not assumed to share it.

### Nanonets-OCR2-3B

| Benchmark | Conditions | Result | Reported by | Revision | Date |
| --- | --- | --- | --- | --- | --- |
| Delores-Lin/MDPBench | Task arMetric arComparison conditions not established | 60.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task deMetric deComparison conditions not established | 76.7 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task digitalMetric digitalComparison conditions not established | 79.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task enMetric enComparison conditions not established | 76.4 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task esMetric esComparison conditions not established | 61.8 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task frMetric frComparison conditions not established | 66.1 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task hiMetric hiComparison conditions not established | 59.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task idMetric idComparison conditions not established | 68.4 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task itMetric itComparison conditions not established | 78.5 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task jpMetric jpComparison conditions not established | 52.1 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task koMetric koComparison conditions not established | 54.7 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task latinMetric latinComparison conditions not established | 71.4 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task nlMetric nlComparison conditions not established | 74.1 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task non_latinMetric non_latinComparison conditions not established | 56.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task overallMetric overallComparison conditions not established | 64.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task photographedMetric photographedComparison conditions not established | 59.3 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task ptMetric ptComparison conditions not established | 74.2 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task ruMetric ruComparison conditions not established | 45.5 | Not named Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| Delores-Lin/MDPBench | Task viMetric viComparison conditions not established | 66 | [MDPBench leaderboard](https://huggingface.co/datasets/Delores-Lin/MDPBench) Reported by a third party | Evaluated revision not stated | 2026-07-03 |
| allenai/olmOCR-bench | Task arxiv_mathMetric arxiv_mathComparison conditions not established | 75.4 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task headers_footersMetric headers_footersComparison conditions not established | 32.1 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task long_tiny_textMetric long_tiny_textComparison conditions not established | 93 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task multi_columnMetric multi_columnComparison conditions not established | 81.9 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task old_scansMetric old_scansComparison conditions not established | 40.9 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task old_scans_mathMetric old_scans_mathComparison conditions not established | 46.1 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task overallMetric overallComparison conditions not established | 69.5 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |
| allenai/olmOCR-bench | Task table_testsMetric table_testsComparison conditions not established | 86.8 | [OlmOCR-Bench Github repository](https://github.com/allenai/olmocr/tree/main/olmocr/bench) Reported by a third party | Evaluated revision not stated | 2026-02-19 |

### Qwen2.5-VL-3B-Instruct

| Benchmark | Conditions | Result | Reported by | Revision | Date |
| --- | --- | --- | --- | --- | --- |
| MMMU/MMMU_Pro | Task mmmu_pro_visionMetric mmmu_pro_visionComparison conditions not established | 32.7 | [Model Card](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct) Reported by a third party | Evaluated revision not stated | 2026-01-28 |
| likaixin/ScreenSpot-Pro | Task android_studio_macosMetric android_studio_macosComparison conditions not established | 2.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task autocad_windowsMetric autocad_windowsComparison conditions not established | 2.9 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task blender_windowsMetric blender_windowsComparison conditions not established | 21.1 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task davinci_macosMetric davinci_macosComparison conditions not established | 11.4 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task eviews_windowsMetric eviews_windowsComparison conditions not established | 62 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task excel_macosMetric excel_macosComparison conditions not established | 14.1 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task fruitloops_windowsMetric fruitloops_windowsComparison conditions not established | 15.8 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task illustrator_windowsMetric illustrator_windowsComparison conditions not established | 0 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task inventor_windowsMetric inventor_windowsComparison conditions not established | 1.4 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task linux_common_linuxMetric linux_common_linuxComparison conditions not established | 4 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task macos_common_macosMetric macos_common_macosComparison conditions not established | 9.2 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task matlab_macosMetric matlab_macosComparison conditions not established | 23.7 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task origin_windowsMetric origin_windowsComparison conditions not established | 8.1 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task overallMetric overallComparison conditions not established | 16.1 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task photoshop_windowsMetric photoshop_windowsComparison conditions not established | 23.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task powerpoint_windowsMetric powerpoint_windowsComparison conditions not established | 19.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task premiere_windowsMetric premiere_windowsComparison conditions not established | 11.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task pycharm_macosMetric pycharm_macosComparison conditions not established | 10.3 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task quartus_windowsMetric quartus_windowsComparison conditions not established | 15.6 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task solidworks_windowsMetric solidworks_windowsComparison conditions not established | 3.9 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task stata_windowsMetric stata_windowsComparison conditions not established | 10.2 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task unreal_engine_windowsMetric unreal_engine_windowsComparison conditions not established | 25.7 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task vivado_windowsMetric vivado_windowsComparison conditions not established | 17.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task vmware_macosMetric vmware_macosComparison conditions not established | 19.5 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task vscode_macosMetric vscode_macosComparison conditions not established | 20 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task windows_common_windowsMetric windows_common_windowsComparison conditions not established | 4.9 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |
| likaixin/ScreenSpot-Pro | Task word_macosMetric word_macosComparison conditions not established | 51.2 | ScreenSpot-Pro Leaderboard Reported by a third party | Evaluated revision not stated | 2026-03-17 |

## SAVRN's Notes on Nanonets-OCR2-3B

Nanonets-OCR2 converts document images into structured markdown and tags content by meaning, so tables, equations, signatures and checkboxes come out labeled, not as loose text. It is built on Qwen2.5-VL at 3.8B parameters with a 128,000-token context.

The repository states no license, so treat it as research use until Nanonets publishes terms. It needs about 9 GB at 16-bit. For document pipelines, its structured output can save a lot of downstream parsing.

SAVRN Research, 2026-09-18

## SAVRN's Notes on Qwen2.5-VL-3B-Instruct

Screenshots and frames go in with a prompt, text comes out, and the 128,000-token context is where the pictures live — but budget memory for that, not the 9.0 GB the 16-bit weights need (2.3 GB at 4-bit). Filling the window with frames costs KV cache the weights figure hides, and the configuration carries a 32,768-token sliding window your serving stack must honor. One MI300X at $1.85 an hour covers it with headroom.

The license is the gating item: the publisher labels it qwen-research and links its own license file, and our record holds no summary — read the full text before assuming commercial use. Recorded evals are per-application ScreenSpot-Pro scores running 2.5 to 62.0, and 32.7 on MMMU-Pro — a wide spread, so benchmark your own screens before sizing hardware. 7.5 GB of safetensors across 14 files, updated April 2025.

SAVRN Research

## Questions

### Which is larger, Nanonets-OCR2-3B or Qwen2.5-VL-3B-Instruct?

Nanonets-OCR2-3B (3.8B parameters) is larger than Qwen2.5-VL-3B-Instruct (3.8B parameters), by the parameter counts their publishers report.

### Which is cheaper to run, Nanonets-OCR2-3B or Qwen2.5-VL-3B-Instruct?

At 4-bit, Nanonets-OCR2-3B fits on 1x MI300X from $1.85 an hour and Qwen2.5-VL-3B-Instruct on 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.

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