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Ant Group · released 2026-10-22

Ling 3.1 Flash

Measured on 47 benchmarks.

29.6

#29 of 68 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%#38 of 68
  2. Terminal-Bench v4-AA10%32.8%#24 of 68
  3. AA-Briefcase v1.115%1522#20 of 68
  4. AutomationBench-AA5%67.5%#11 of 68
  5. Terminal-Bench-Science-AA15%4.3%#34 of 68
  6. HLE-Diamond10%17.2%#40 of 68
  7. CritPt v2 Hard Subset10%38.5%#23 of 68
  8. AA-Omniscience v1.1 Accuracy10%26.5%#47 of 68
  9. AA-Omniscience v1.1 Non-hallucination5%63.7%#29 of 68
  10. GDP.pdf5%12.6%#42 of 68

Bars show where Ling 3.1 Flash sits among the 68 ranked models on each benchmark (right is best); the tick is the field median.

Cost and speed

against 68 ranked models

Cost per task

#32 cheapest of 50

$0.45

Output tokens per task

#51 fewest of 53

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

245 results
  1. #13default of 24567.5%

Leader: Gemini 4 Carbon · 77.8%

agentic

AA-Briefcase v1.1

250 results
  1. #37default of 2501522

Leader: Sonnet 5.5 · 1813

reasoning

CritPt v2 Hard Subset

116 results
  1. #51default of 11638.5%

Leader: GPT-6 Astra · 72.0%

coding

FrontierCode 2.0-AA

113 results
  1. #65default of 11317.0%

Leader: Opus 5.5 · 46.4%

economics

GDP.pdf

243 results
  1. #128default of 24312.6%

Leader: Muse Wonder Full · 32.6%

reasoning

HLE-Diamond

153 results
  1. #78default of 15317.2%

Leader: Gemini 4 Carbon · 69.1%

knowledge

AA-Omniscience v1.1 Accuracy

123 results
  1. #93default of 12326.5%

Leader: Fable 5.1 · 68.4%

knowledge

AA-Omniscience v1.1 Non-hallucination

123 results
  1. #38default of 12363.7%

Leader: Gemini 4 Carbon · 95.8%

reasoning

Terminal-Bench-Science-AA

126 results
  1. #74default of 1264.3%

Leader: Gemini 4 Carbon · 64.8%

coding

Terminal-Bench v4-AA

241 results
  1. #48default of 24133.3%

Leader: Kimi K3.1 · 67.2%

All 47 benchmarks

show 37 more