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K2 Horizon MoVA 36B A4B

Institute of Foundation Models开源权重Apache 2.0 · 商用许可

描述

K2 Horizon MoVA 36B-A4B is the sparse mid-size member of IFM's (MBZUAI) fully open K2 Horizon family: a Mixture-of-Experts reasoning model with 36B total and about 4B active parameters per token (48 layers, 100 routed experts with 8 active plus 1 shared expert) that also uses IFM's new Mixture-of-Value Attention (MoVA), where a router selects a few value-projection experts per token. Pretrained on 22.9T tokens with a native 524,288-token (512K) context window from midtraining onward. Text in, text out, with per-request reasoning effort (high recommended) and JSON/XML tool-call formats. Released 2026-09-03 under Apache 2.0 with BF16 weights plus FP8 and GGUF builds, intermediate checkpoints, training data, code, and logs. No priced provider is cataloged yet.

发布日期
2026-09-03
参数规模
36.0B
上下文长度
—
支持模态
—

能力雷达图

40
general
50
coding
20
reasoning
51
science估算
40
agents
30
multimodal

缺少专门科学评测时,Science 由 LLM Stats 科学得分或推理能力估算。

排行榜排名

领域#排名分数来源
智能体能力模型榜44
54.0
LS

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

Agents

Tau3 Banking26.8%自报

Knowledge

OmniScience (non-hallucination rate)69.2%自报

Reasoning

GPQANYU + Cohere + Anthropic (2023)80.8%自报
AA-LCR66.3%自报
Terminal-Bench 2.158.6%自报
SciCode38.9%自报
Humanity's Last Exam25.2%自报
CritPT2.1%自报

Science

OmniScience18.8%自报

AA 评测指数

(Artificial Analysis)

暂无 AA 评测数据

LLM Stats 分类评分

(LLM Stats (zeroeval))
Long Context
70
Physics
60
Biology
60
Chemistry
60
Code
50
Knowledge
40
Reasoning
40
Science
40
General
40
Agents
40
Tool Calling
40
Vision
30
Math
20

定价

暂无定价数据

速度

暂无速度数据

供应商价格排行

暂无提供商数据

外部链接