Ling 3.1 Flash
Ling 3.1 FlashRanking?
Alternatives?
CheaperGPT-6.1 Solmax+34%-28%$0.72Remove unsupported parameters+5
BetterClaude Haiku 5.5xhigh+8%-88%$0.12Remove sampling parameters+5
OpenMiMo v2.6 Prothinking+25%-87%$0.13Memory (4-bit): 343 GB → 615 GB+4CheaperGPT-6 Astralow+25%-18%$0.82Monitoring can return HTTP 403+2CheaperClaude Opus 5.5low+23%-45%$0.55No forced tool use+5GPT-6.1 Solmax+34%-28%$0.72Remove unsupported parameters+5MiMo v2.6 ProthinkingOpen+25%-87%$0.13Memory (4-bit): 343 GB → 615 GB+4GPT-6 Astralow+25%-18%$0.82Monitoring can return HTTP 403+2Claude Opus 5.5low+23%-45%$0.55No forced tool use+5
MiniMax M3.1 Flashthinking+22%-78%$0.22Complete model response must be appendedClaude Haiku 5.5xhigh+8%-88%$0.12Remove sampling parameters+5GPT-6.1 Sollow+20%-87%$0.13Remove unsupported parameters+5MiMo v2.6 ProthinkingOpen+25%-87%$0.13Memory (4-bit): 343 GB → 615 GB+4MiniMax M3.1 Flashthinking+22%-78%$0.22Complete model response must be appended
DeepSeek V4.1 Flash 1017maxOpen+10%-74%$0.26Memory (4-bit): 343 GB → 458 GB+5MiMo v2.6 ProthinkingOpen+25%-87%$0.13Memory (4-bit): 343 GB → 615 GB+4
Step 5 PreviewthinkingOpen+18%same$1.03Memory (4-bit): 343 GB → 363 GB+3
Muse Spark OpenxhighOpen+11%-16%$0.84Memory (4-bit): 343 GB → 493 GB+2DeepSeek V4.1 Flash 1017maxOpen+10%-74%$0.26Memory (4-bit): 343 GB → 458 GB+5
GLM 5.3maxOpen+7%+101%$2.01Memory (4-bit): 343 GB → 452 GB+4Ling 3.0 FlashthinkingOpen-40%—$0.06 / $0.18Context: 1M → 262KLing 3.0 Flash FinthinkingOpen-43%—$0.06 / $0.18Context: 1M → 262KLing 3.0 Flash VLthinkingOpen-44%—$0.06 / $0.18Context: 1M → 262KRing 2.6 1TOpen-45%-71%$0.29Context: 1M → 128K+1Ring 1TOpen-72%—$0.57 / $2.29Context: 1M → 64K+1Ring Flash 2.0thinkingOpen-76%——Context: 1M → 128KLing 3.0 TinyOpen-76%——Context: 1M → 262KLing 2.6 1TOpen-78%——Context: 1M → 262K+1All inclusionAI models →Run it yourself
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4 versionsBenchmarks
all categoriesFAQ
How much does Ling 3.1 Flash cost?›
$0.30 per 1M input tokens and $0.90 per 1M output tokens (cheapest host: Novita). A typical benchmark task costs about $1.00 at default effort.
Is Ling 3.1 Flash free to use?›
There is no free API; the cheapest paid price is $0.30 per 1M input tokens. The weights are open, so you can run it yourself.
How good is Ling 3.1 Flash, and what is it best at?›
#48 of 334 in Chat & Knowledge, #18 of 132 in Coding, #14 of 133 in Agents & Tool Use, #60 of 133 in Vision & Documents. Strongest at: Coding, Agents & work tasks, Reasoning, Long context, Knowledge.
Is Ling 3.1 Flash better than Ling 3.0 Flash?›
On Humanity's Last Exam, Ling 3.1 Flash scores 39.4 vs 23.7 — higher.
How can I use Ling 3.1 Flash?›
Through the API of DeepInfra, Novita.
What is the context window of Ling 3.1 Flash?›
1M tokens, with up to 236K output tokens.
When was Ling 3.1 Flash released? Is there a newer version?›
Released 2026-10-01. It is the current version in its line.
Is Ling 3.1 Flash open source?›
Yes, the weights are open (MIT licence).
Can I run Ling 3.1 Flash locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
Can Ling 3.1 Flash read images?›
No, it accepts text only.
What is Ling 3.1 Flash?›
Ling 3.1 Flash is an open-weights language model from inclusionAI, released Oct 2026, the successor to Ling 3.0 Flash.
What are the best alternatives to Ling 3.1 Flash?›
GPT-6.1 Sol (cheaper), Claude Haiku 5.5 (better), MiMo v2.6 Pro (open weights).