priorsBuilder

Ant Group · released 2026-10-01

Ling 3.1 Flash

Measured on 17 benchmarks.

General frontier

41.4

#53 of 136 models

includes estimates: 24% of the mix is measured for this model

Your mix’s benchmarks

2 of 8 measured

reasoning

Humanity's Last Exam

587 results
  1. #87default of 58739.4%

Leader: Opus 5.5 · 61.4%

knowledge

AA-Omniscience

526 results
  1. #116default of 5262.2

Leader: Opus 5.5 · 46.4

All 17 benchmarks

show 15 more

agentic

AA-Briefcase v1.1

224 results
  1. #54default of 2241400

Leader: Sonnet 5.5 · 1823

agentic

AutomationBench-AA

219 results
  1. #26default of 21961.7%

Leader: Gemini 4 · 77.5%

coding

SciCode

226 results
  1. #67default of 22654.1%

Leader: Opus 5.5 · 66.9%

coding

Terminal-Bench v4-AA

216 results
  1. #39default of 21633.3%

Leader: Sonnet 5.5 · 63.6%

composite

AA Intelligence Index v4.3.2

610 results
  1. #56default of 61041.1

Leader: Opus 5.5 · 57.6

cost

AA Intelligence Index Cost per Task

177 results
  1. #114default of 177$1.00

Leader: GPT-6 Luna · $0.00

cost

Cost to Run AA Intelligence Index

177 results
  1. #94default of 177$995

Leader: GPT-6 Luna · $10.63

economics

GDP.pdf

210 results
  1. #129default of 21010.0%

Leader: Muse Wonder Full (Max) · 32.6%

economics

GDPval-AA v2.1

288 results
  1. #26default of 2881618

Leader: Opus 5.5 · 1866

knowledge

AA-Omniscience Accuracy

526 results
  1. #186default of 52629.1%

Leader: Fable 5.1 · 67.2%

knowledge

AA-Omniscience Non-hallucination

526 results
  1. #67default of 52662.1%

Leader: MiniCPM5-1B (Non-reasoning) · 99.1%

long-context

AA-LCR v1.1

523 results
  1. #30default of 52383.0%

Leader: Kimi K3 · 88.7%

reasoning

CritPt

529 results
  1. #69default of 52918.0%

Leader: Muse Wonder Full (Max) · 32.9%

speed

Latency (Time to First Token)

351 results
  1. #148default of 3511.9s

Leader: Gemini 2.5 Flash-Lite · 0.3s

speed

Output Speed (tokens/s)

351 results
  1. #32default of 351210.0

Leader: Celeris-1 · 1522.5