Ling 2.6 1T
Apr 2026
Ling 2.6 1TCompare inon
Benchmarks of Ling 2.6 1T11
BenchmarkByScoreRank
Overall1
Knowledge4
Science2
Coding1
Documents1
Legacy · saturated or no longer reported2
No benchmark matches
—per task?
price not verifiedprice
—output speed?
262Kcontext
Ranking?
Alternatives?
ModelScoreCostPer taskWhat changes
BetterGPT-6 Lunalow×9—$0.005Function calling only with none · Chat Completions+3
OpenMiMo v2.6 Prothinking×93—$0.13Pass back reasoning_content+3BetterGPT-5.6 Lunalow×9—$0.01BetterMiMo v2.5thinkingOpen×13—$0.019
BetterClaude Haiku 5.5low×32—$0.024Remove sampling parameters+5ModelScoreCostPer taskWhat changes
Nothing here yet.
ModelScoreCostPer taskWhat changes
GPT-6 Lunalow×9—$0.005Function calling only with none · Chat Completions+3GPT-5.6 Lunalow×9—$0.01MiMo v2.5thinkingOpen×13—$0.019Claude Haiku 5.5low×32—$0.024Remove sampling parameters+5MiMo v2.5 ProthinkingOpen×14—$0.054ModelScoreCostPer taskWhat changes
MiMo v2.6 ProthinkingOpen×93—$0.13Pass back reasoning_content+3
DeepSeek V4.1 Flash 1017maxOpen×84—$0.26Pass back reasoning_content · Chat Completions+4
Step 5 PreviewthinkingOpen×73—$1.03web_search not available · Chat Completions+2
GLM 5.2maxOpen×73—$1.47
Qwen3.8 2.4T A95BthinkingOpen×70—$2.16Memory (4-bit): 615 GB → 1,468 GB+5ModelScoreCostPer taskWhat changes
Ling 3.1 FlashOpen×63—$1.00Ring 2.6 1TOpen×13—$0.29Context: 262K → 128KLing 3.0 Flash FinthinkingOpen×9—$0.06 / $0.18Ling 3.0 Flash VLthinkingOpen×7—$0.06 / $0.18Ling 3.0 FlashthinkingOpen×6—$0.06 / $0.18Ring 1TOpensame—$0.57 / $2.29Context: 262K → 64KLing 1Tnon-thinkingOpensame—$0.57 / $2.29Context: 262K → 32KRing Flash 2.0thinkingOpensame——Context: 262K → 128KAll inclusionAI models →Run it yourself
estimateFits on✗ 8 GB (phone, laptop)✗ 16 GB✗ 24 GB GPU✗ 48 GB GPU✗ 80 GB GPU
LicenceMITfree for commercial use
History
2 versionsBenchmarks
all categoriesChat & Knowledge
Humanity's Last Exam8.7#209
AA Omniscience Index-50.6#209
CritPt (physics)0.3#149
AA Intelligence Index 4.3.2≈17#133
AA Omniscience · Accuracy21.9#137
AA-LCR (long context) 1.141.7#192
GPQA Diamond75.2#154
Coding
Agents & Tool Use
τ²-bench · AA89.8#43
Writing & Language
IFBench (instructions)56.9#98
FAQ
How much does Ling 2.6 1T cost?›
There is no per-unit API price: price not verified.
How good is Ling 2.6 1T, and what is it best at?›
#208 of 334 in Chat & Knowledge, #58 of 239 in Coding, #43 of 242 in Agents & Tool Use, #98 of 245 in Writing & Language. Strongest at: Tool calling.
Is Ling 2.6 1T better than Ling 1T?›
On CritPt (physics), Ling 2.6 1T scores 0.3 vs 0.6 — about the same.
What is the context window of Ling 2.6 1T?›
262K tokens.
When was Ling 2.6 1T released? Is there a newer version?›
Released 2026-04-23. It has been superseded by Ling 3.0 Flash.
Is Ling 2.6 1T open source?›
Yes, the weights are open (MIT licence).
Can I run Ling 2.6 1T locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
Can Ling 2.6 1T read images?›
No, it accepts text only.
What is Ling 2.6 1T?›
Ling 2.6 1T is an open-weights language model from inclusionAI, released Apr 2026, the successor to Ling 1T.
What are the best alternatives to Ling 2.6 1T?›
GPT-6 Luna (better), MiMo v2.6 Pro (open weights).