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Intelligence Index
Reasoning setting
41.1#19 of 83measured models
Measured · Artificial Analysis v4.3.2- API price from
- ≈ $0.02 in / ≈ $0.06 out / 1M tokOpenRouter · Novita · promotional
- Context window
- 1M tok
Performance profile
CodingRank #22 of 94
54.1%
SciCodeCost efficiencyRank #43 of 67
41.1pts / $
Intelligence ÷ eval costCapabilities
Context window
Modalities
Measured setting
Integration
Reasoning trade-offs
Source (opens in a new tab)Ling-3.1-flash
Cost per task (USD)
Ling-3.1-flashReasoning
- Intelligence Index
- 41.1
- Cost / task
- $0.9996
- Evaluation time
- 6.6m
Pricing & access
USD per 1M tokens
- Input
- $0.01875
- Output
- $0.05625
- Cached input
- $0.00375
Run locally
- Original download
- 573.8 GB
- App memory
- Unverified
- Documented software
- SGLangSetup guide (opens in a new tab)
Find GGUF downloadsBenchmarks
Full leaderboardSource (opens in a new tab)39.4%, rank 26 of 12654.1%, rank 22 of 9433.3%, rank 13 of 8783.0%, rank 13 of 1251,618 Elo, rank 15 of 101
Humanity’s Last Exam
Frontier reasoning- 1Claude Opus 5.5Max61.4%
- 2Claude Fable 5.1Max59.1%
- 3Gemini 4 ArgonHigh57.1%
- 23GLM-5.3Max42.3%
- 24DeepSeek-V4-Pro-0813Max41.0%
- 25GLM-5.3-FlashMax39.9%
- 26Ling-3.1-flashReasoning39.4%
- 27DeepSeek-V4.1-FlashMax39.2%
- 28MiniMax-M3Reasoning39.0%
- 29GPT-6 LunaMax38.5%
Peers use their best measured result on this benchmark.
Alternatives
- Scores higher
- Intelligence Index
- 41.8+0.7
- Cost / task
- $0.284−72%
- Higher score, lower costMiMo-V2.6-ProReasoning
- Intelligence Index
- 46.3+5.2
- Cost / task
- $0.133−87%
- More from InclusionAILing-3.0-flash-VLReasoning
- Intelligence Index
- 24.6−16.5
Each model at its highest-scoring measured setting · Intelligence Index v4.3.2 and its evaluation cost per task.