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Inkling Small

Thinking Machines开源权重Apache 2.0 · 商用许可

描述

Inkling-Small is Thinking Machines Lab's efficient open-weights MoE multimodal model (276B total / 12B active parameters) released under Apache 2.0. It accepts text, image, and audio inputs and generates text, with native reasoning, variable thinking effort, and a context window up to 1M tokens (Tinker exposes 64K and 256K configurations). Hugging Face weights: thinkingmachines/Inkling-Small and thinkingmachines/Inkling-Small-NVFP4. Vendor self-host VRAM: BF16 ≥ ~600 GB aggregated; NVFP4 ≥ ~180 GB aggregated. SWE-Bench Verified 80.2% vs Inkling 77.6% (same bash-only harness). Fine-tuning and playground chat are available via Tinker. Official Tinker serverless inference (256K, list): $0.30 / $1.20 per 1M input/output tokens ($0.06 cached).

发布日期
2026-07-30
参数规模
276.0B
上下文长度
1.0M
支持模态
audio, image, text

能力雷达图

28
general
52
coding
90
reasoning
64
science
50
agents
80
multimodal

排行榜排名

领域#排名分数来源
智能体能力模型榜41
49.0
LS
代码能力榜125
72.0
AA
通用能力榜257
45.0
AA
多模态榜81
49.0
LS
科学能力90
73.0
AA

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

Agents

AA-Briefcase917.00 / 3000自报
Toolathlon54.4%自报
Tau3 Banking15.5%自报

Audio

MMAU77.0%自报

Chat

VoiceBench Avg90.1%自报

Factuality

SimpleQA Verified20.6%自报

General

GDPval-AA1269.00 / 3000自报
Global-MMLU-Lite86.7%自报
Artificial Analysis40.0%自报

Instruction Following

IFBench82.2%自报

Math

AIME 202695.5%自报

Reasoning

GPQANYU + Cohere + Anthropic (2023)89.5%自报
ARC-AGI84.0%自报
SWE-Bench Verified80.2%自报
MCP Atlas79.6%自报
CharXiv-R77.4%自报
BrowseCompOpenAI (2025)77.4%自报
Terminal-Bench 2.164.7%自报
SWE-Bench ProPrinceton NLP (2024)55.9%自报
SciCode48.7%自报
ARC-AGI v240.1%自报
Humanity's Last Exam31.6%自报
CritPT8.3%自报

Vision

MMMU-Pro74.0%自报

AA 评测指数

(Artificial Analysis)
Gpqa(NYU + Cohere + Anthropic (2023))
89.5
Lcr(Artificial Analysis)
75.7
Terminalbench V2 1
55.1
Coding Index(Artificial Analysis)
52.9
Scicode(UIUC + Argonne National Lab (2024))
49.7
Hle(Center for AI Safety + Scale AI (2025))
33.3
Intelligence Index(Artificial Analysis)
26.1
Tau Banking
18.8

LLM Stats 分类评分

(LLM Stats (zeroeval))
Legal
100
Finance
100
Productivity
100
Agents
100
Reasoning
100
General
92
Chat
90
Language
90
Safety
90
Speech To Text
90
Communication
90
Multimodal
80
Search
80
Instruction Following
80
Frontend Development
80
Audio
80
Physics
70
Biology
70
Chemistry
70
Code
70
Spatial Reasoning
60
Vision
60
Math
50
Tool Calling
50
Factuality
20

定价

输入价格$0.3 / 1M tokens
输出价格$1.2 / 1M tokens
混合价格(3:1)$0.525 / 1M tokens
缓存读取价格$0.1 / 1M tokens

速度

Tokens/秒122.9
首Token延迟1.69s
首回答延迟17.97s

供应商价格排行

供应商价格排行

9 个供应商

最便宜: Thinking Machines Lab最贵: LLMTR
供应商输入输出
1Thinking Machines Lab最便宜
$0
$0
2DeepInfra
$0
$0
3Thinking Machines主要
$0.3
$1.2
4OpenRouter
$0.45
$1.2
5Kilo Gateway
$0.45
$1.2
6Baseten
$0.5
$1.2
7Vercel AI Gateway
$0.5
$1.2
8Arcee
$0.5
$1.2
9LLMTR
$0.58
$1.44

比较该模型在不同 API 供应商之间的定价。

外部链接