Model overview
GGUF quantizations of IFM/K2-Horizon-MoVA-36B-A4B, produced with the MBZUAI-IFM fork of llama.cpp (`model/K2Horizon` branch) that adds native `k2-horizon` architecture support. > **Architecture note:** Upstream llama.cpp does not yet support the `k2_horizon` / > `K2HorizonForCausalLM` architecture (PR in progress as of September 2026). > You must use the MBZUAI-IFM fork linked above — or upstream once the PR merges — > to load these GGUFs. K2-Horizon-MoVA-36B-A4B is the sparse member of the K2-Horizon family released by the Institute of Foundation Models (IFM) at MBZUAI on 3 September 2026. It is a **Mixture-of-Experts (MoE)** model augmented with a novel **Mixture-of-Values (MoVA)** attention mechanism, storing ~36 B parameters while activating only ~4 B per token.
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。