Ling 3.0 Tiny
Aug 2026
Ling 3.0 TinyCompare inon
Ling 3.0 Tiny measured on 7 of 42 Agents & Tool Use benchmarks7
BenchmarkByScoreRank
Agents6
Documents1
No benchmark matches
—per task?
API price not publicprice
20 tok/sfirst token in 3.6 s?
262Kcontext
Alternatives?
ModelScoreCostPer taskWhat changes
BetterGPT-6 Lunalowwins 82%—$0.005Function calling only with none · Chat Completions+3IOpenK2 Horizon 7Bthinkingwins 96%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GBBetterGPT-5.6 Lunalowwins 82%—$0.01
BetterMiMo v2.5thinkingOpenwins 83%—$0.019Memory (4-bit): 3.9 GB → 186 GB
BetterClaude Haiku 5.5lowwins 98%—$0.024Remove sampling parameters+5ModelScoreCostPer taskWhat changes
Nothing here yet.
ModelScoreCostPer taskWhat changes
GPT-6 Lunalowwins 82%—$0.005Function calling only with none · Chat Completions+3GPT-5.6 Lunalowwins 82%—$0.01MiMo v2.5thinkingOpenwins 83%—$0.019Memory (4-bit): 3.9 GB → 186 GBClaude Haiku 5.5lowwins 98%—$0.024Remove sampling parameters+5MiMo v2.5 ProthinkingOpenwins 91%—$0.054Memory (4-bit): 3.9 GB → 614 GBModelScoreCostPer taskWhat changes
IK2 Horizon 7BthinkingOpenwins 96%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GBIK2 Horizon 3.7BthinkingOpenwins 86%—$0.30 / $1.20OMiniCPM5 2BthinkingOpenwins 43%——Context: 262K → 131K
Qwen 3.5 9BthinkingOpenwins 32%—$0.21Memory (4-bit): 3.9 GB → 4.8 GB
Granite 4.2 8BthinkingOpenwins 28%—$0.024Context: 262K → 128K+1ModelScoreCostPer taskWhat changes
Ling 3.1 FlashOpenwins 100%—$1.00Memory (4-bit): 3.9 GB → 343 GBLing 3.0 Flash VLthinkingOpenwins 95%—$0.06 / $0.18Memory (4-bit): 3.9 GB → 75 GBLing 3.0 Flash FinthinkingOpenwins 94%—$0.06 / $0.18Memory (4-bit): 3.9 GB → 76 GBLing 3.0 FlashthinkingOpenwins 86%—$0.06 / $0.18Memory (4-bit): 3.9 GB → 76 GBRing 2.6 1TOpenwins 74%—$0.29Context: 262K → 128K+1Ling 2.6 1TOpenn/a——Memory (4-bit): 3.9 GB → 615 GBLing 2.6 FlashOpenn/a——Memory (4-bit): 3.9 GB → 64 GBRing 1TOpenn/a—$0.57 / $2.29Context: 262K → 64K+1All inclusionAI models →Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · 8-bit✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceMITfree for commercial use
Benchmarks
in Agents & Tool UseTerminal-Bench 2.127.7#101
GDPval-AA (work tasks) 2.13.1#118
AA-LCR (long context) 1.160.3#156
τ³-Banking · AA20.8#53
AutomationBench-AA0.3#126
AA-Briefcase 1.1 · Elo475.2#97
FAQ
How much does Ling 3.0 Tiny cost?›
There is no per-unit API price: API price not public.
Is Ling 3.0 Tiny free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Ling 3.0 Tiny, and what is it best at?›
#201 of 334 in Chat & Knowledge, #75 of 132 in Coding, #126 of 133 in Agents & Tool Use, #122 of 133 in Vision & Documents.
Is Ling 3.0 Tiny better than Muse Glimmer 30B?›
On AA-Briefcase 1.1 · Elo, Ling 3.0 Tiny scores 475.2 vs 477.4 — about the same.
What is the context window of Ling 3.0 Tiny?›
262K tokens.
When was Ling 3.0 Tiny released? Is there a newer version?›
Released 2026-08-06. It is the current version in its line.
Is Ling 3.0 Tiny open source?›
Yes, the weights are open (MIT licence).
Can I run Ling 3.0 Tiny locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
Can Ling 3.0 Tiny read images?›
No, it accepts text only.
What is Ling 3.0 Tiny?›
Ling 3.0 Tiny is an open-weights language model from inclusionAI, released Aug 2026, the successor to Ling Mini 2.0.
What are the best alternatives to Ling 3.0 Tiny?›
GPT-6 Luna (better), K2 Horizon 7B (open weights).