Model overview
The same page, then the same page blackened. Same model, same question, same temperature. **The distribution moves from A 0.482 to D 0.887** — the image reaches the forward pass. This is the one test that separates a vision decision model from a text decision model that has been given a picture it cannot see: send an obviously different image and check whether the answer changes. Twenty seconds of work, and on this hardware it is what proved the Pascal vision tower runs (`--no-mmproj-offload`) and what caught every wrong turn on the way. The distributions on this card were measured with the **task in the state**. That matters more than it sounds. Asked "does this page fulfil its task?" without the task, the same model gave nearly flat answers — spread 0.089 across twenty pages instead of 0.176 — because it was guessing, and guessing looks plausible. On this hardware a decision model can only judge a page against a task it has actually been given.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。