Ling 3.0 Tiny
Aug 2026
Ling 3.0 TinyCompare inon
Benchmarks of Ling 3.0 Tiny17
BenchmarkByScoreRank
Overall1
Knowledge3
Science3
Coding2
Agents4
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
Ranking?
Alternatives?
ModelScoreCostPer taskWhat changes
BetterGPT-6 Lunalow+95%—$0.005Function calling only with none · Chat Completions+3IOpenK2 Horizon 7Bthinking+86%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GBBetterGPT-5.6 Lunalow+90%—$0.01
BetterClaude Haiku 5.5low×2.7—$0.024Remove sampling parameters+5BetterLing 3.0 FlashthinkingOpen+82%—$0.028Memory (4-bit): 3.9 GB → 76 GBModelScoreCostPer taskWhat changes
Nothing here yet.
ModelScoreCostPer taskWhat changes
GPT-6 Lunalow+95%—$0.005Function calling only with none · Chat Completions+3GPT-5.6 Lunalow+90%—$0.01Claude Haiku 5.5low×2.7—$0.024Remove sampling parameters+5Ling 3.0 FlashthinkingOpen+82%—$0.028Memory (4-bit): 3.9 GB → 76 GB
MiMo v2.5thinkingOpen+97%—$0.042Memory (4-bit): 3.9 GB → 186 GBModelScoreCostPer taskWhat changes
IK2 Horizon 7BthinkingOpen+86%—$0.30 / $1.20Memory (4-bit): 3.9 GB → 4.5 GBIK2 Horizon 3.7BthinkingOpen+41%—$0.30 / $1.20
Gemma 4 12BthinkingOpen+28%—$0.10 / $0.30Context: 262K → 256K+1SApriel v1.5 15B ThinkerOpen+25%——Context: 262K → 128K+1SApriel v1.6 15B ThinkerOpen+21%——Context: 262K → 128K+1ModelScoreCostPer taskWhat changes
Ling 3.1 Flash 1019×4—$1.49Ling 3.1 FlashOpen×3.7—$1.01Memory (4-bit): 3.9 GB → 343 GBLing 3.0 Flash VLthinkingOpen×2.2—$0.06 / $0.18Memory (4-bit): 3.9 GB → 75 GBLing 3.0 Flash FinthinkingOpen×2—$0.06 / $0.18Memory (4-bit): 3.9 GB → 76 GBLing 3.0 FlashthinkingOpen+82%—$0.028Memory (4-bit): 3.9 GB → 76 GBLing 2.6 1TOpen+54%——Memory (4-bit): 3.9 GB → 615 GBRing 2.6 1TOpen+50%—$0.29Context: 262K → 128K+1Ring 1TOpensame—$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
all categoriesChat & Knowledge
Humanity's Last Exam9.3#204
AA Omniscience Index-19.4#126
CritPt (physics)0#182
AA Intelligence Index 4.3.211.1#199
AA Omniscience · Accuracy8.5#295
AA-LCR (long context) 1.160.3#158
GDP.pdf · AA all-pass0.8#124
MLCR-AA10#57
GPQA Diamond73.4#165
Coding
SciCode24.2#133
Terminal-Bench 2.127.7#101
Agents & Tool Use
AutomationBench-AA0.3#128
GDPval-AA (work tasks) 2.1568.6#98
τ³-Banking · AA20.8#53
AA-Briefcase 1.1 · Elo475.9#99
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 AA Intelligence Index 4.3.2, Ling 3.0 Tiny scores 11.1 vs 5.5 — 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).