Model overview
Low-bit quantizations (Q4_K_M, IQ3_XXS, IQ2_M, IQ2_XS) of Cloudflare/clef-flash in the native `clef` GGUF architecture. Serve with `llama-server` b11415 or later (`/v1/systemone`, llama.cpp#29831). Run through `llama-server` b11415 (`/v1/systemone`, Vulkan, AMD Radeon 8060S), one request at a time, with the same 600 items for every model: 200 each from SST-2 (validation), AG News (test) and BoolQ (validation), sampled with a fixed seed. Agreement and KL are against `Clef-Flash-Q8_0.gguf` from ggml-org, not against bf16. Livesport's per-tensor layout applied step by step to IQ2_M (all with the head at Q8_0), same 600 items, against the same Q8_0 baseline.
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。