Ling 3.0 Flash
InclusionAIUnknown
Description
The model prioritizes token efficiency and agentic inference at production scale, stretching what developers can achieve within limited token, latency, and serving-cost budgets.
Release Date
2026-08-04
Parameters
124.0B
Context Length
262K
Modalities
text
Capability Radar
25
general
49
coding
86
reasoning
58
science
60
agents
0
multimodal
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Agentic Capability | 16 | 62.0 | LS |
| Code Ranking | 168 | 69.0 | AA |
| General Ranking | 326 | 40.0 | AA |
| Science | 168 | 61.0 | AA |
Benchmark Scores (LLM Stats)
(LLM Stats (zeroeval))Agents
DRACO
70.4%SR
Tau3 Banking
28.0%SR
Chat
Multi-IF
87.7%SR
Code
Artifacts Bench
77.0%SR
SkillsBench
44.8%SR
General
GDPval-AA
1107.00 / 3000SR
Instruction Following
IFBench
74.5%SR
Math
AIME 2026
93.2%SR
HMMT Feb 26
87.0%SR
IMO-AnswerBench
83.7%SR
Reasoning
LiveCodeBench v6
82.8%SR
SWE-bench Multilingual
72.4%SR
BrowseCompOpenAI (2025)
72.2%SR
MCP Atlas
65.5%SR
AA-LCR
65.1%SR
Terminal-Bench 2.1
57.0%SR
SWE-Bench ProPrinceton NLP (2024)
56.6%SR
Search
WideSearch
73.6%SR
Tool Calling
BFCL-V4
73.0%SR
AA Evaluation Indices
(Artificial Analysis)Gpqa(NYU + Cohere + Anthropic (2023))85.5
Lcr(Artificial Analysis)73.0
Terminalbench V2 155.4
Coding Index(Artificial Analysis)50.6
Scicode(UIUC + Argonne National Lab (2024))42.0
Tau Banking27.2
Intelligence Index(Artificial Analysis)24.9
Hle(Center for AI Safety + Scale AI (2025))23.7
LLM Stats Category Scores
(LLM Stats (zeroeval))Legal100
Finance100
Agents100
Reasoning75
General59
Chat90
Language90
Math90
Structured Output90
Communication90
Instruction Following80
Frontend Development80
Long Context70
Search70
Code60
Tool Calling60
Pricing
Input Price$0.075 / 1M tokens
Output Price$0.22 / 1M tokens
Blended Price (3:1)$0.111 / 1M tokens
Cache Read Price$0.0042 / 1M tokens
Speed
Tokens/sec359.8
Time to First Token1.81s
Time to Answer7.37s
Provider Price Ranking
Provider Price Ranking
2 providers
Cheapest: DeepInfraMost Expensive: InclusionAI
ProviderInputOutput
1DeepInfraCheapest
$0
$0
2InclusionAIPRIMARY
$0.075
$0.22
Compare pricing across different API providers for this model.