SAVRN Model Hub · Comparisons
PaddleOCR-VL-1.6 vs Qwen3.5-0.8B
PaddleOCR-VL-1.6 has 959M parameters and Qwen3.5-0.8B has 873M parameters; both are released under Apache License 2.0; at 16-bit, PaddleOCR-VL-1.6 needs about 2.3 GB (1x MI300X from $1.85 an hour) and Qwen3.5-0.8B about 2.1 GB (1x MI300X from $1.85 an hour).
| Field | PaddleOCR-VL-1.6 PaddlePaddle/PaddleOCR-VL-1.6 | Qwen3.5-0.8B Qwen/Qwen3.5-0.8B |
|---|---|---|
| Publisher | PaddlePaddle | Qwen |
| Task | Image and text to text | Image and text to text |
| Modality | Image and text | Image and text |
| Parameters, as reported | 959M parameters | 873M parameters |
| Architecture | PaddleOCRVLForConditionalGeneration | Qwen3_5ForConditionalGeneration |
| Library | PaddleOCR | transformers |
| Context length | 131,072 tokens | 262,144 tokens |
| Repository size | 1.9 GB | 1.8 GB |
| Artifact formats | safetensors | safetensors |
| License | apache-2.0 | apache-2.0 |
| Access | Open weights, no gate | Open weights, no gate |
| Memory at 16-bit (weights and margin) | 2.3 GB | 2.1 GB |
| Cheapest GPUs at 16-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Memory at 4-bit (weights and margin) | 0.6 GB | 0.5 GB |
| Cheapest GPUs at 4-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Revision viewed | c5630abae1d9 | 2fc06364715b |
| Downloads reported by the hub | 35.7k | 2.4M |
| Last observed | 2026-09-18 | 2026-09-18 |
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.
PaddleOCR-VL-1.6
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| Delores-Lin/MDPBench | Task arMetric arComparison conditions not established | 76.2 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task deMetric deComparison conditions not established | 85.1 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task digitalMetric digitalComparison conditions not established | 87.1 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task enMetric enComparison conditions not established | 83.5 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task esMetric esComparison conditions not established | 75.1 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task frMetric frComparison conditions not established | 78.6 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task hiMetric hiComparison conditions not established | 70.7 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task idMetric idComparison conditions not established | 82.7 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task itMetric itComparison conditions not established | 85.5 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task jpMetric jpComparison conditions not established | 70.3 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task koMetric koComparison conditions not established | 86.3 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task latinMetric latinComparison conditions not established | 81.4 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task nlMetric nlComparison conditions not established | 80.5 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task non_latinMetric non_latinComparison conditions not established | 76.1 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task overallMetric overallComparison conditions not established | 78.9 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task photographedMetric photographedComparison conditions not established | 76.3 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task privateMetric privateComparison conditions not established | 83 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task ptMetric ptComparison conditions not established | 80.9 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task thMetric thComparison conditions not established | 67.3 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task zhMetric zhComparison conditions not established | 85.9 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| Delores-Lin/MDPBench | Task zh_tMetric zh_tComparison conditions not established | 76.7 | MDPBench leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-15 |
| PaddlePaddle/Real5-OmniDocBench | Task illuminationMetric illuminationComparison conditions not established | 93.28 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| PaddlePaddle/Real5-OmniDocBench | Task overallMetric overallComparison conditions not established | 93.19 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| PaddlePaddle/Real5-OmniDocBench | Task scanningMetric scanningComparison conditions not established | 94.74 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| PaddlePaddle/Real5-OmniDocBench | Task screen_photographyMetric screen_photographyComparison conditions not established | 92.78 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| PaddlePaddle/Real5-OmniDocBench | Task skewMetric skewComparison conditions not established | 92.66 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| PaddlePaddle/Real5-OmniDocBench | Task warpingMetric warpingComparison conditions not established | 92.48 | Real5-OmniDocBench Leaderboard Reported by a third party |
Evaluated revision not stated | 2026-08-08 |
| allenai/olmOCR-bench | Task old_scansMetric old_scansSetup PaddleOCR-VL-1.6 pipeline, greedy, no tuning; old_scans.jsonl sub-scoreComparison conditions not established | 38.6 | ocr-bench — old_scans eval Reported by a third party |
Evaluated revision not stated | 2026-06-27 |
| llamaindex/ParseBench | Task chartMetric chartSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 54.24 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
| llamaindex/ParseBench | Task layoutMetric layoutSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 77.8 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
| llamaindex/ParseBench | Task meanMetric meanSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 67.43 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
| llamaindex/ParseBench | Task tableMetric tableSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 67.77 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
| llamaindex/ParseBench | Task text_contentMetric text_contentSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 82.71 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
| llamaindex/ParseBench | Task text_formattingMetric text_formattingSetup Pipeline name: paddleocr_vl_1_6_pipelineComparison conditions not established | 54.64 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-06-01 |
Qwen3.5-0.8B
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| Idavidrein/gpqa | Task diamondMetric diamondComparison conditions not established | 11.9 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-03-02 |
| LiquidAI/ifstruct-v1.0 | Task ifstruct_v1Metric ifstruct_v1Comparison conditions not established | 15.5 | Liquid AI — IFStruct v1.0 blog (Qwen3.5-0.8B) Reported by a third party |
Evaluated revision not stated | 2026-06-30 |
| MMMU/MMMU_Pro | Task mmmu_pro_visionMetric mmmu_pro_visionSetup ThinkingComparison conditions not established | 31.2 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-04-28 |
| TIGER-Lab/MMLU-Pro | Task mmlu_proMetric mmlu_proComparison conditions not established | 29.7 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-03-02 |
| likaixin/ScreenSpot-Pro | Task overallMetric overallComparison conditions not established | 46.5 | Model Card Reported by a third party |
Evaluated revision not stated | 2026-03-18 |
| llamaindex/ExtractBench | Task longMetric longSetup Pipeline name: qwen3_5_0_8b_vllm_extract_oneshot_structured_output_fileComparison conditions not established | 6.65 | ExtractBench Reported by a third party |
Evaluated revision not stated | 2026-08-24 |
| llamaindex/ExtractBench | Task meanMetric meanSetup Pipeline name: qwen3_5_0_8b_vllm_extract_oneshot_structured_output_fileComparison conditions not established | 46.63 | ExtractBench Reported by a third party |
Evaluated revision not stated | 2026-08-24 |
| llamaindex/ExtractBench | Task mediumMetric mediumSetup Pipeline name: qwen3_5_0_8b_vllm_extract_oneshot_structured_output_fileComparison conditions not established | 26.98 | ExtractBench Reported by a third party |
Evaluated revision not stated | 2026-08-24 |
| llamaindex/ExtractBench | Task shortMetric shortSetup Pipeline name: qwen3_5_0_8b_vllm_extract_oneshot_structured_output_fileComparison conditions not established | 57.44 | ExtractBench Reported by a third party |
Evaluated revision not stated | 2026-08-24 |
| llamaindex/ParseBench | Task chartMetric chartSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 0.4 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
| llamaindex/ParseBench | Task layoutMetric layoutSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 15 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
| llamaindex/ParseBench | Task meanMetric meanSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 28.4 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
| llamaindex/ParseBench | Task tableMetric tableSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 1.5 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
| llamaindex/ParseBench | Task text_contentMetric text_contentSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 82 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
| llamaindex/ParseBench | Task text_formattingMetric text_formattingSetup Pipeline name: qwen3_5_0_8b_vllm_layoutComparison conditions not established | 43.1 | ParseBench Reported by a third party |
Evaluated revision not stated | 2026-04-22 |
SAVRN's Notes on Qwen3.5-0.8B
Half a gigabyte of memory runs Qwen3.5-0.8B at 4-bit; 16-bit needs 2.1 GB and 8-bit 1.0 GB. It takes images and text in and returns text, with 873 million parameters and a 262,144-token context, and the evaluations the file reports, ScreenSpot-Pro and ExtractBench among them, point at screen and extraction work. The cheapest place to put it is a 192 GB MI300X at $1.85 an hour on demand, where dozens of copies fit, so the hourly rate is the cost that matters, not memory.
The file traces it to Qwen/Qwen3.5-0.8B-Base, and Apache License 2.0 allows commercial use, modification and redistribution, with notices kept and significant changes stated, so a tuned variant of your own is within the terms. Check the long-context path before leaning on the 262,144-token window: the ExtractBench figures in the file fall from 46.63 mean to 26.98 medium to 6.65 long, all third-party reported.
Questions
Which is larger, PaddleOCR-VL-1.6 or Qwen3.5-0.8B?
PaddleOCR-VL-1.6 (959M parameters) is larger than Qwen3.5-0.8B (873M parameters), by the parameter counts their publishers report.
Which is cheaper to run, PaddleOCR-VL-1.6 or Qwen3.5-0.8B?
At 4-bit, PaddleOCR-VL-1.6 fits on 1x MI300X from $1.85 an hour and Qwen3.5-0.8B on 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
Can I use PaddleOCR-VL-1.6 commercially?
Yes. PaddleOCR-VL-1.6 is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.
Can I use Qwen3.5-0.8B commercially?
Yes. Qwen3.5-0.8B is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.