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Inkling Small

Thinking Machines開源權重Apache 2.0 · 商用許可

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).

發布日期
2026-07-30
參數規模
276.0B
上下文長度
262K
支援模態
audio, image, text

能力雷達圖

27
general
52
coding
90
reasoning
64
science
50
agents
80
multimodal

排行榜排名

領域#排名分數來源
智慧體能力模型榜60
48.0
LS
程式碼能力榜109
72.0
AA
通用能力榜238
42.0
AA
多模態榜91
49.0
LS
科學能力74
72.0
AA

基準測試分數 (LLM Stats)

(LLM Stats (zeroeval))

Agents

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

Audio

MMAU77.0%自報

Chat

VoiceBench Avg90.1%自報

Factuality

SimpleQA Verified20.6%自報

General

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

Instruction Following

IFBench82.2%自報

Math

AIME 202695.5%自報

Reasoning

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

Vision

MMMU-Pro74.0%自報

AA 評測指數

(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)
25.7
Tau Banking
18.8
Terminalbench V4 0
1.0

LLM Stats 分類評分

(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
Instruction Following
80
Multimodal
80
Search
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

定價

輸入價格$0.3 / 1M tokens
輸出價格$1.2 / 1M tokens
混合價格(3:1)$0.525 / 1M tokens
快取讀取價格$0.116 / 1M tokens

速度

Tokens/秒236.1
首Token延遲2.01s
首回答延遲10.48s

供應商價格排行

供應商價格排行

12 個供應商

最便宜: Thinking Machines Lab最貴: AI/ML API
供應商輸入輸出
1Thinking Machines Lab最便宜
$0
$0
2DeepInfra
$0
$0
3Thinking Machines主要
$0.3
$1.2
4NanoGPT
$0.45
$1.2
5Deep Infra
$0.45
$1.2
6Kilo Gateway
$0.45
$1.2
7Vercel AI Gateway
$0.45
$1.2
8Hugging Face
$0.5
$1.2
9Arcee
$0.5
$1.2
10CommandCode
$0.5
$1.2
11LLMTR
$0.58
$1.44
12AI/ML API
$0.61364
$1.52352

比較該模型在不同 API 供應商之間的定價。

外部連結