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Ant Group · released 2026-10-22

Ling 3.1 Flash

Measured on 44 benchmarks.

29.5

#26 of 61 models

Strengths

  • Ling 3.1 Flash
  • Gemini 4 Carbon (#1)
  • Field median
bestField medianFrontierCode 2.0-…Terminal-Bench v4…AA-Briefcase v1.1AutomationBench-AATerminal-Bench-Sc…HLE-DiamondCritPt v2 Hard Su…AA-Omniscience v1…AA-Omniscience v1…GDP.pdf
  1. FrontierCode 2.0-AA15%17.0%#34 of 61
  2. Terminal-Bench v4-AA10%32.8%#22 of 61
  3. AA-Briefcase v1.115%1522#18 of 61
  4. AutomationBench-AA5%67.5%#11 of 61
  5. Terminal-Bench-Science-AA15%4.3%#31 of 61
  6. HLE-Diamond10%17.2%#35 of 61
  7. CritPt v2 Hard Subset10%37.5%#21 of 61
  8. AA-Omniscience v1.1 Accuracy10%26.5%#43 of 61
  9. AA-Omniscience v1.1 Non-hallucination5%63.7%#26 of 61
  10. GDP.pdf5%12.6%#38 of 61

Bars show where Ling 3.1 Flash sits among the 61 ranked models on each benchmark (right is best); the tick is the field median.

Cost and speed

against 61 ranked models

Cost per task

#26 cheapest of 41

$0.45

Output tokens per task

#42 fewest of 44

225k

Token price

$0.070 per 1M tokens at API prices$0.010 on Command Code GOAT

97.0% cache read · 2.50% fresh input · 0.00% cache write · 0.50% output

Assumed mix: no measured T3 Code usage for this model.

Not measured for Ling 3.1 Flash: time per task, output speed, time to first token.

This ranking’s benchmarks

10 of 10 measured

agentic

AutomationBench-AA

241 results
  1. #13default of 24167.5%

Leader: Gemini 4 Carbon · 77.8%

agentic

AA-Briefcase v1.1

247 results
  1. #35default of 2471522

Leader: Sonnet 5.5 · 1814

reasoning

CritPt v2 Hard Subset

100 results
  1. #45default of 10037.5%

Leader: GPT-6 Astra · 71.5%

coding

FrontierCode 2.0-AA

97 results
  1. #56default of 9717.0%

Leader: Opus 5.5 · 46.4%

economics

GDP.pdf

240 results
  1. #125default of 24012.6%

Leader: Muse Wonder Full · 32.6%

reasoning

HLE-Diamond

142 results
  1. #71default of 14217.2%

Leader: Gemini 4 Carbon · 69.1%

knowledge

AA-Omniscience v1.1 Accuracy

111 results
  1. #85default of 11126.5%

Leader: Fable 5.1 · 68.4%

knowledge

AA-Omniscience v1.1 Non-hallucination

111 results
  1. #33default of 11163.7%

Leader: Gemini 4 Carbon · 95.8%

reasoning

Terminal-Bench-Science-AA

115 results
  1. #71default of 1154.3%

Leader: Gemini 4 Carbon · 64.8%

coding

Terminal-Bench v4-AA

238 results
  1. #46default of 23833.3%

Leader: Kimi K3.1 · 67.2%

All 44 benchmarks

show 34 more