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Benchmark

Ling 3.1 Flash

  • InclusionAI
  • Release · October 1, 2026
  • Open weights
  • Reasoning

Intelligence

Intelligence Index

#42 of 266
  1. 42.242Grok 4.7 (Low)
  2. 42.142GPT-5.6 Terra (Max)
  3. 42.142GPT-6.1 Sol (Low)
  4. 41.842GLM-5.3-Flash
  5. 41.241Claude Haiku 5.5 (Xhigh)
  6. 41.141Ling 3.1 Flash
  7. 40.941Gemini 3.8 Flash (High)
  8. 40.841Claude Sonnet 5.5 (Medium)
  9. 39.940Qwen3.8 2.4T A95B
  10. 39.840Gemini 3.8 Flash (Medium)
Data from Artificial Analysis

Evaluations

  • AA-Omniscience Accuracy29.1%#83
  • Humanity's Last Exam39.4%#51
  • Terminal-Bench 4.033.3%#32
  • AA-LCR83%#18
  • SciCode54.1%#41
  • CritPt18%#42
Ling 3.1 FlashMedian
Data from Artificial Analysis

Speed and price

Speed

tokens per second · #19 of 162
  1. 233233gpt-oss-120b (High)
  2. 232232Qwen3.5 Omni Flash
  3. 231231Nemotron 3 Nano Omni 30B A3B Reasoning
  4. 229229Step 5 Preview
  5. 223223Inkling Small
  6. 213213Ling 3.1 Flash
  7. 209209Ministral 3 3B
  8. 202202NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)
  9. 195195Inkling (Xhigh)
  10. 189189Sarvam 105B (High)
Data from Artificial Analysis

Latency

seconds to first token · #72 of 162
  1. 1.81.8DeepSeek V4 Pro 0813 (Non-reasoning)
  2. 1.81.8Mistral Large 4 Preview
  3. 1.81.8Inkling (Xhigh)
  4. 1.81.8Qwen3.5 Omni Flash
  5. 1.81.8Command A
  6. 1.81.8Ling 3.1 Flash
  7. 1.81.8Gemma 4 31B (Non-reasoning)
  8. 1.81.8Qwen3 Omni 30B A3B Instruct
  9. 1.91.9Solar Mini 4
  10. 1.91.9Qwen3 Omni 30B A3B (Reasoning)
Data from Artificial Analysis

Price

$ per 1M tokens (3:1) · #74 of 169
  1. $0.390.39Trinity Large Thinking
  2. $0.420.42Llama 4 Maverick
  3. $0.430.43Qwen3 Omni 30B A3B (Reasoning)
  4. $0.430.43Qwen3 Omni 30B A3B Instruct
  5. $0.450.45Ling 3.1 Flash 1019
  6. $0.450.45Ling 3.1 Flash
  7. $0.480.48Qwen3 Coder Next
  8. $0.530.53DeepSeek V4.1 Flash 1017 (Max)
  9. $0.530.53MiniMax-M3
  10. $0.530.53Solar Pro 4
Data from Artificial Analysis

Nearby models

  • Grok 4.7 (Low)SpaceXAI42.2
  • GPT-5.6 Terra (Max)OpenAI42.1
  • GPT-6.1 Sol (Low)OpenAI42.1
  • GLM-5.3-FlashZ AI41.8
  • Claude Haiku 5.5 (Xhigh)Anthropic41.2
  • Gemini 3.8 Flash (High)Google40.9
  • Claude Sonnet 5.5 (Medium)Anthropic40.8
  • Qwen3.8 2.4T A95BAlibaba39.9
Data from Artificial Analysis

Same lab

  • Ling 3.1 Flash 1019InclusionAI43.9
  • Ling-3.0-flash-VLInclusionAI24.6
  • Ling-3.0-flash-FinInclusionAI22.6
  • Ring-2.6-1TInclusionAI16.6
  • Ling 3.0 TinyInclusionAI11.1
  • Ring-flash-2.0InclusionAI7.2
Data from Artificial Analysis
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