Ling-3.0-flash-VL
Ant Group · 124B total / 5.5B active (MoE)
A lightweight open tier for Chinese documents and finance
A 124B-A5.5B vision-language model released by Ant in September 2026, MIT and 256K: documents 90, Chinese 90, perception 89 and a composite of 85.9. It handles text and images only; video 84 means “watchable but not precise”, and generation is 72. Its advantages are low cost, strong Chinese context and clean licensing.
Last updated Oct 21, 2026Editorial scoring
Bottom line
Eight-dimension breakdown
editorial mapping · 0–100- Ling-3.0-flash-VL85.9
Weights: perception 20 / documents 18 / charts 14 / video 14 / agents 14 / generation 6 / Chinese 6 / ecosystem 8. Definitions and sources on the methodology page.
Public benchmarks
as reported, not converted| Benchmark / metric | Value | Note |
|---|---|---|
| 参数规模 | 124B-A5.5B | Official spec |
| 许可证 | MIT | Commercial use |
| 上下文 | 256K | Official spec |
Public scores come from different versions and prompts and are not interchangeable with our composite; they are one evidence input.
Scenario mapping
five stress tests, one scale| Scenario | Score | Observation |
|---|---|---|
| Chinese receipt OCR | 90 · Stable on clean receipts | |
| Chart data extraction | 85 · Fine on standard charts | |
| 30-min video QA | 50 · No video support | |
| Mobile GUI control | 78 · Fine for simple tasks | |
| Chinese cultural context | 92 · Chinese context is the strength |
Strengths and limitations
Strengths
- Chinese 90 and documents 90 keep official Chinese documents and receipts stable.
- MIT plus ¥0.8 suits finance and government batch work on both licence and cost.
- 256K context reduces chunking for long documents.
Limitations
- Text and images only; no video or audio.
- Generation 72: no image generation or editing.
- Agents 82 and ecosystem 88: complex orchestration still needs an upper-layer framework.
Price and real cost
List price
¥0.8/M tokens
≈ ¥0.8 / 1M output tokens; weights free. For 1,000 images at 1,024px, ~1,100 image tokens each and 300 output tokens, the monthly cost is about ¥0.5 (assuming input at 25% of output price).
Use your volumeAbout Ling-3.0-flash-VL
Is Ling-3.0-flash-VL open source?
Licence: Open weights (MIT). Weights are available, but check the exact terms and filing requirements before commercial use.
How much does Ling-3.0-flash-VL cost?
≈ ¥0.8 / 1M output tokens; weights free. It ranks #22 with a composite of 85.9. Real bills depend on resolution, tiling, caching and volume discounts.
What is Ling-3.0-flash-VL best for?
Chinese official documents and contracts; Financial receipt batches; On-prem image-text work under MIT。
Why does Ling-3.0-flash-VL score 85.9?
The composite weights eight dimensions: perception 20%, documents 18%, charts 14%, video 14%, agents 14%, generation 6%, Chinese 6%, ecosystem 8%. Its strongest dimension is Document parsing & Chinese OCR; its weakest is Generation & editing.
Personal ranking · Not an official score
Every ranking, score and comparison on this page is an independent personal ranking, not an official score, and represents no vendor, institution or regulator. Scores are a subjective mapping of public evidence under our own weights — change the weights and the order changes. Disagree, or spotted a factual error? Contact the site owner: jizhi2024@foxmail.com — we check each report and log corrections in the changelog.