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Benchmark

Ring-2.6-1T

  • InclusionAI
  • Release · May 8, 2026
  • Open weights
  • Reasoning

Intelligence

Intelligence Index

#119 of 266
  1. 18.218Qwen3.6 35B A3B (Reasoning)
  2. 17.718Qwen3.5 122B A10B (Non-reasoning)
  3. 17.518Muse Glimmer (High)
  4. 16.917Doubao Seed Code
  5. 16.717Gemma 4 26B A4B (Reasoning)
  6. 16.617Ring-2.6-1T
  7. 15.616K2 Horizon 3.7B
  8. 15.616Qwen3.5 122B A10B (Reasoning)
  9. 15.215Qwen3.6 35B A3B (Non-reasoning)
  10. 14.715Gemma 4 31B (Reasoning)
Data from Artificial Analysis

Evaluations

  • AA-Omniscience Accuracy25.7%#89
  • Humanity's Last Exam21.6%#99
  • Terminal-Bench 4.00.5%#86
  • AA-LCR70%#104
  • SciCode45%#87
  • CritPt3.7%#88
  • GPQA Diamond85.7%#44
  • IFBench44.6%#71
  • τ²-Bench Telecom92.4%#10
  • τ²-Bench Banking17.9%#51
  • Terminal-Bench Hard28.8%#22
Ring-2.6-1TMedian
Data from Artificial Analysis

Speed and price

Speed

tokens per second · #60 of 162
  1. 131131Qwen3.6 35B A3B (Reasoning)
  2. 130130GPT-5.6 Terra (Max)
  3. 128128Qwen3.5 122B A10B (Reasoning)
  4. 127127GPT-6 Luna (Xhigh)
  5. 127127Nova 2.0 Pro Preview (Medium)
  6. 124124Ring-2.6-1T
  7. 122122NVIDIA Nemotron Nano 9B V2 (Reasoning)
  8. 122122GPT-5.6 Terra (Non-reasoning)
  9. 122122Qwen3.5 Omni Plus
  10. 120120GPT-6 Luna (Non-reasoning)
Data from Artificial Analysis

Latency

seconds to first token · #112 of 162
  1. 33GLM-5.3 (Low)
  2. 3.13.1Kimi K3.1 Pro
  3. 3.13.1MiMo-V2.6-Pro
  4. 3.53.5Apertus 8B Instruct
  5. 3.63.6Mercury 2.5
  6. 3.73.7Ring-2.6-1T
  7. 3.83.8MiMo-V2.6-Flash
  8. 3.93.9Qwen3.8 27B (Xhigh)
  9. 3.93.9Qwen3.8 27B (Low)
  10. 44Qwen3.8 27B (Non-reasoning)
Data from Artificial Analysis

Price

$ per 1M tokens (3:1) · #91 of 169
  1. $0.70.7Qwen3.7 Plus
  2. $0.750.75Magistral Small 1.2
  3. $0.840.84Qwen3.6 35B A3B (Reasoning)
  4. $0.840.84Qwen3.6 35B A3B (Non-reasoning)
  5. $0.850.85Gemini 3.5 Flash-Lite
  6. $0.850.85Ring-2.6-1T
  7. $0.850.85Nova 2.0 Lite (High)
  8. $0.850.85Nova 2.0 Lite (Medium)
  9. $0.850.85Nova 2.0 Lite (Low)
  10. $0.850.85Nova 2.0 Lite (Non-reasoning)
Data from Artificial Analysis

Nearby models

  • Qwen3.6 35B A3B (Reasoning)Alibaba18.2
  • Qwen3.5 122B A10B (Non-reasoning)Alibaba17.7
  • Muse Glimmer (High)Meta17.5
  • Doubao Seed CodeByteDance Seed16.9
  • Gemma 4 26B A4B (Reasoning)Google16.7
  • K2 Horizon 3.7BInstitute of Foundation Models15.6
  • Qwen3.5 122B A10B (Reasoning)Alibaba15.6
  • Qwen3.6 35B A3B (Non-reasoning)Alibaba15.2
Data from Artificial Analysis

Same lab

  • Ling 3.1 Flash 1019InclusionAI43.9
  • Ling 3.1 FlashInclusionAI41.1
  • Ling-3.0-flash-VLInclusionAI24.6
  • Ling-3.0-flash-FinInclusionAI22.6
  • Ling 3.0 TinyInclusionAI11.1
  • Ring-flash-2.0InclusionAI7.2
Data from Artificial Analysis
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