Ling 3.0 Flash
inclusionai/ling-3.0-flash- Inclusionai
- Family · Ling 3 Flash
- Released 4 Aug 2026
- Open weights
- Text → Text
- Tools
Not on OSMEXO yet
Spec & list price
Context256K
Max output32K
Input / 1M$0.02
Output / 1M$0.063× input
Scores · standing
Intelligence20.1#143/489
Coding50.6#66/196
Usage
Tokens / day10.9B▲ 12% 7d
Usage rank#85
Requests / day1.5M
Tool calls / req0.08
Per request · 30 days
Avg input5.0K0.3× median
Avg output5620.8× median
Cache hit66%about median
Reasoning share59%about median
Tool-call failures3.4%1.8× median
Consumption
Peak 25.6B 30 OctLow 7.6B 1 NovRank today #85
News & trends
15 mentions this week ▲ 1400%Ling 3 Flash family · videos, posts, articles · 30 days
Trending · 14 days · Ling 3 Flash family
- DeepSeek V4.1 Flash, GPT 6 Sol, Opus 5.5 + Ling 3.1 Flash Free? 3 Platforms Checked562 views
- @vercel_dev on X2.7K views
- @ArtificialAnlys on X38.7K views
- Ling 3.1 Flash 1019 Just Hit 68% on AutomationBench!1.2K views
News
- 3 Ways to Boost MoE Inference on NVIDIA DGX SparkNVIDIA · 27 Oct
- transformers v5.20.0: Release v5.20.015 Oct
- sglang v0.5.19SGLang · 5 Sep
- sglang v0.5.18SGLang · 22 Aug
Benchmarks
bar = share of the top score · Benchmark data: Artificial AnalysisSpeed · median across 2 providers, latest day
Output speed#60/334106 tok/s1.6× faster than median
Fastest provider157 tok/sbest of 2 providers
First token#870.61 s1.7× quicker than median
Best value in its score band
Value
Intelligence Index
Blended price per 1M tokens (log)
Family progress
Intelligence Index
- Family releases43.9
Technical details
- Tokenizer
- Other
- License
- MIT
- Parameters
- 127B
- Moderation
- none
- Downloads · likes
- 9.2K · 436
Request parameters 18
- tools
- tool_choice
- response_format
- reasoning
- include_reasoning
- temperature
- top_p
- top_k
- min_p
- max_tokens
+8 more
- stop
- seed
- frequency_penalty
- logit_bias
- logprobs
- presence_penalty
- repetition_penalty
- top_logprobs
When to use
Best for
- Low-cost text chat and summarization
- Science question answering
- Self-hosted deployments (open weights)
- Tool-calling workflows over long documents
Think twice for
- Strict structured-output pipelines (not supported)
- Image input (text only)
- Hardest coding agent work
Same family
Ling 3 Flash- I43.9
- I41.1
Alternatives
other vendors · similar capability- U24.1
- 18.9
- 15.6
- 21.3
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