Model overview
Ling-3.0-flash-abliterated-APEX-GGUF English | 📖 中文文档 inclusionAI Ling-3.0-flash · 124B-A5.1B hybrid MoE · abliterix v6 trial 21 · APEX GGUF Ling-3.0-flash is inclusionAI's next-generation native hybrid reasoning model: 124B total / 5.1B active (~12.4% of their previous 1T-class flagship). It uses a native hybrid-linear stack from pretraining — 5:1 Kimi Delta Attention (KDA) + gated MLA , 1/64 sparse MoE, 512 routed experts (top-8) + 1 shared expert, 2 dense layers, and a trained MTP head. Official context schedule is 8K → 32K → 256K. Thinking is on by default in the official card. This community package is not an official inclusionAI release . It applies two extra steps on top of the official weights: Refusal edit (mergeable recipe) via abliterix v6 trial 21 LoRA, stream-merged back to BF16. Write path: MPOA weight_normalization=full , LoRA rank 3, o_proj + down_proj only. This is the static merge, not the later runtime-only gate (v36). GGUF : BF16 convert + APEX mixed-precision tensor-type files (no imatrix on these tiers). Architecture in the GGUF is bailingmoe3 .
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：mit。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。