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Kimi K2.5 (Non-reasoning)

KimiKimiOpen WeightMIT · Commercial OK

描述

Kimi K2.5 is Moonshot AI's flagship agentic model and a new SOTA open model. It unifies vision and text, thinking and non-thinking modes, and single-agent and multi-agent execution into one model. Built with Full-Parameter RL tuning, it achieves state-of-the-art performance across agents, coding, image, and video benchmarks.

发布日期
2026-01-27
参数规模
1.0T
上下文长度
262K
支持模态
image, text, video

能力雷达图

32
general
28
coding
79
reasoning
52
science估算
50
agents
80
multimodal

Science 在缺少专门科学评测时使用推理能力代理估算。

排行榜排名

领域#排名分数来源
智能体与工具34
62.0
LS
代码能力榜154
49.0
AA
通用能力榜131
61.0
AA
多模态榜58
71.0
LS
推理能力67
57.0
LS
科学能力117
58.0
AA

基准测试分数 (LLM Stats)

Agents

WideSearch79.0%自报
DeepSearchQA77.1%自报
BrowseComp74.9%自报
PaperBench63.5%自报
Terminal-Bench 2.050.8%自报
SWE-Bench Pro50.7%自报
CyberGym41.3%自报

Biology

GPQA87.6%自报
SciCode48.7%自报

Code

SWE-Bench Verified76.8%自报
SWE-bench Multilingual73.0%自报
OJBench (C++)57.4%自报

Economics

FinSearchComp T2&T367.8%自报

Finance

MMLU-Pro87.1%自报

General

LiveCodeBench v685.0%自报
MMMU-Pro78.5%自报
SimpleVQA0.71 / 100自报
LongBench v261.0%自报

Healthcare

VideoMMMU86.6%自报

Image To Text

OCRBench92.3%自报

Long Context

LongVideoBench79.8%自报
LVBench75.9%自报
AA-LCR70.0%自报

Math

AIME 202596.1%自报
HMMT 202595.4%自报
MathVista-Mini90.1%自报
MathVision84.2%自报
IMO-AnswerBench81.8%自报
Humanity's Last Exam50.2%自报

Multimodal

InfoVQAtest92.6%自报
OmniDocBench 1.588.8%自报
Video-MME87.4%自报
MMVU80.4%自报
CharXiv-R77.5%自报
MotionBench70.4%自报
WorldVQA46.3%自报
ZEROBench0.11 / 100自报

Reasoning

Seal-057.4%自报

AA 评测指数

Intelligence Index
37.3
Coding Index
25.8
Tau2
0.8
Gpqa
0.8
Lcr
0.6
Ifbench
0.4
Scicode
0.4
Terminalbench Hard
0.2
Hle
0.1

LLM Stats 分类评分

Finance
90
Language
90
Legal
90
Video
80
Vision
80
Frontend Development
80
Image To Text
80
Long Context
80
Math
80
Multimodal
80
Structured Output
70
Biology
70
Chemistry
70
General
70
Healthcare
70
Physics
70
Reasoning
70
Search
70
Agents
60
Code
60
Tool Calling
50
Safety
40

定价

输入价格$0.6 / 1M tokens
输出价格$3 / 1M tokens
混合价格(3:1)$1.2 / 1M tokens

速度

Tokens/秒45.6 tokens/s
首Token延迟1.22s
首回答延迟1.22s

可用提供商

(LS 内部计价单位)
提供商输入价格输出价格
Moonshot AI600K3.0M
Fireworks600K3.0M

外部链接