Model reference · open weights

Qianfan-VL

Available as managed deployment Licence fee LLMs baidu Vision + text 3 variants 199 dl/mo

Qianfan-VL is an open-weight language model from baidu. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Makerbaidu
TypeLanguage models
TaskVision + text
Parameters (lead)3.7B
Runs withtransformers
Released2025-09-16
Popularity199 downloads / month
LicenceCommercial licence needed

About

What Qianfan-VL is

Domain Capability Enhancement through Continuous Pre-training | 3B to 70B Parameter Scale | Document Understanding & OCR Enhancement | Chain-of-Thought Reasoning Support

🔗 Quick Links

Model Description

Qianfan-VL is a series of general-purpose multimodal large language models enhanced for enterprise-level multimodal applications. The models offer deep optimization for high-frequency scenarios in industrial deployment while maintaining strong general capabilities.

Model Variants

ModelParametersContext LengthCoT SupportBest For
Qianfan-VL-3B3B32kEdge deployment, real-time OCR
Qianfan-VL-8B8B32kServer-side general scenarios, fine-tuning
Qianfan-VL-70B70B32kComplex reasoning, data synthesis

Architecture

  • Language Model:
    • Qianfan-VL-3B: Based on Qwen2.5-3B
    • Qianfan-VL-8B/70B: Based on Llama 3.1 architecture
    • Enhanced with 3T multilingual corpus
  • Vision Encoder: InternViT-based, supports dynamic patching up to 4K resolution
  • Cross-modal Fusion: MLP adapter for efficient vision-language bridging

Key Capabilities

🔍 OCR & Document Understanding

  • Full-Scenario OCR: Handwriting, formulas, natural scenes, cards/documents
  • Document Intelligence: Layout analysis, table parsing, chart understanding, document Q&A
  • High Precision: Industry-leading performance on OCR benchmarks

🧮 Chain-of-Thought Reasoning (8B & 70B)

  • Complex chart analysis and reasoning
  • Mathematical problem-solving with step-by-step derivation
  • Visual reasoning and logical inference
  • Statistical computation and trend prediction

📊 Benchmark Performance

General Vision-Language Benchmarks

BenchmarkQianfan-VL-3BQianfan-VL-8BQianfan-VL-70BInternVL-3-8BInternVL-3-78BQwen2.5-VL-7BQwen2.5-VL-72B
A-Bench_VAL75.6575.7278.175.8675.8676.4979.22
CCBench66.8670.3980.9877.8470.7857.6573.73
SEEDBench_IMG76.5578.0279.1377.077.5276.9878.34
SEEDBench2_Plus67.5970.9773.1769.5268.4770.9373.25
MMVet48.1753.2167.3480.2878.970.6475.69
MMMU_VAL46.4447.1158.3356.1160.7851.065.78
ScienceQA_TEST95.1997.6298.7697.9797.1785.4792.51
ScienceQA_VAL93.8597.6298.8197.8195.1483.5991.32
MMT-Bench_VAL62.2363.2271.0665.1763.6761.469.49
MTVQA_TEST26.530.1432.1830.327.6229.0831.48
BLINK49.9756.8159.4455.8751.8754.5563.02
MMStar57.9364.0769.4768.466.0761.5366.0
RealWorldQA65.7570.5971.6371.1174.2569.2873.86
Q-Bench1_VAL73.5175.2577.4675.9977.9978.179.93
POPE85.0886.0688.9790.5988.8785.9783.35
RefCOCO (Avg)85.9489.3791.0189.6591.4086.5690.25

OCR & Document Understanding

BenchmarkQianfan-VL-3BQianfan-VL-8BQianfan-VL-70BInternVL-3-8BInternVL-3-78BQwen2.5-VL-3BQwen2.5-VL-7BQwen2.5-VL-72B
OCRBench831854873881847810883874
AI2D_TEST81.3885.0787.2385.0783.5577.0780.47283.84
OCRVQA_TEST66.1568.9874.0639.0335.5869.2471.0266.8
TextVQA_VAL80.1182.1384.4882.1583.5279.0984.96283.26
DocVQA_VAL90.8593.5494.7592.0483.8292.71**9

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys qianfan-vl for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (qianfan-vl below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"qianfan-vl","messages":[{"role":"user","content":"Hello"}]}'

Create an account — your API key is available in the console. 5M tokens/month currently included with every new account at launch.

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