Ling 3.0 Tiny
Aug 2026
Ling 3.0 TinyCompare inon
Ling 3.0 Tiny measured on 10 of 109 Chat & Knowledge benchmarks10
BenchmarkByScoreRank
Overall1
Knowledge3
Science2
Health & law1
Documents2
Legacy · saturated or no longer reported1
No benchmark matches
—per task?
API price not publicprice
58 tok/sfirst token in 2.6 s?
262Kcontext
Alternatives?
ModelScoreCostPer taskWhat changes
BetterGPT-6 Lunalow×2.2—$0.005Function calling only with none · Chat Completions+3IOpenK2 Horizon 7Bthinking+96%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GBBetterGPT-5.6 Lunalow×2.1—$0.01
BetterNemotron 3 Nano 30B A3BthinkingOpen+22%—$0.017Context: 262K → 131K+1
BetterClaude Haiku 5.5low×2.9—$0.024Remove sampling parameters+5ModelScoreCostPer taskWhat changes
Nothing here yet.
ModelScoreCostPer taskWhat changes
GPT-6 Lunalow×2.2—$0.005Function calling only with none · Chat Completions+3GPT-5.6 Lunalow×2.1—$0.01Nemotron 3 Nano 30B A3BthinkingOpen+22%—$0.017Context: 262K → 131K+1Claude Haiku 5.5low×2.9—$0.024Remove sampling parameters+5Ling 3.0 FlashthinkingOpen×2.5—$0.028Memory (4-bit): 3.9 GB → 76 GBModelScoreCostPer taskWhat changes
IK2 Horizon 7BthinkingOpen+96%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GB
Gemma 4 12BthinkingOpen+68%—$0.10 / $0.30Context: 262K → 256K+1
Qwen 3.5 9BthinkingOpen+60%—$0.21Memory (4-bit): 3.9 GB → 4.8 GBIK2 Horizon 3.7BthinkingOpen+49%—$0.30 / $1.20SApriel v1.5 15B ThinkerOpen+30%——Context: 262K → 128K+1ModelScoreCostPer taskWhat changes
Ling 3.1 Flash 1019×4.7—$1.49Ling 3.1 FlashOpen×4.2—$1.01Memory (4-bit): 3.9 GB → 343 GBLing 3.0 FlashthinkingOpen×2.5—$0.028Memory (4-bit): 3.9 GB → 76 GBLing 3.0 Flash FinthinkingOpen×2.4—$0.06 / $0.18Memory (4-bit): 3.9 GB → 76 GBLing 3.0 Flash VLthinkingOpen×2.4—$0.06 / $0.18Memory (4-bit): 3.9 GB → 75 GBRing 2.6 1TOpen×2.3—$0.29Context: 262K → 128K+1Ring 1TOpen+19%—$0.57 / $2.29Context: 262K → 64K+1Ring Flash 2.0thinkingOpensame——Context: 262K → 128K+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 Chat & KnowledgeAA Intelligence Index 4.3.211.1#199
AA Omniscience Index-19.4#126
AA Omniscience · Accuracy8.5#295
Humanity's Last Exam9.3#204
GPQA Diamond73.4#165
AA-LCR (long context) 1.160.3#158
CritPt (physics)0#182
GDP.pdf · AA all-pass0.8#124
MLCR-AA10#57
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?›
#203 of 336 in Chat & Knowledge, #77 of 134 in Coding, #128 of 135 in Agents & Tool Use, #124 of 135 in Vision & Documents.
Is Ling 3.0 Tiny better than Ling Mini 2.0?›
On Humanity's Last Exam, Ling 3.0 Tiny scores 9.3 vs 5.1 — higher.
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).