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Ling 3.0 Flash

Ling 3.0 · Released 2026-08-04

AA Intelligence Index 37.8. Listed on Artificial Analysis with API pricing $0.075/$0.22 per 1M tokens. Benchmark rows sync from the AA snapshot — see the ledger on this page.

Frontier model tracked on Artificial Analysis. Use the benchmark ledger below for sourced scores; we do not infer numbers beyond published rows.

#73 of 166 on AA Index · current snapshot
38 AA Index · 9 benchmark rows · 1 sourcesPosition is benchmark-specific — not a cross-family or cross-source ranking.
Composite48
ContextUnlisted
Input / 1M$0.07
Output / 1M$0.22
Knowledge cutoffunpublished
Output speed373 t/s
TTFT (default API)1.63s
Statuslightweight

Family profile

Best published score in each covered benchmark family.

62/100 avg
Reasoning
86
Coding
41
Agentic
55
Long context
67

4 tested benchmark families

Benchmark placements

Where Ling 3.0 Flash places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.

BenchmarkFamilyRankScoreSourceDate
AA output speedPerformance#1/ 185Artificial Analysis2026-09-01
AA time to first tokenPerformance#39/ 185Artificial Analysis2026-09-01
τ³-Bench BankingAgentic#41/ 10627Artificial Analysis2026-09-01
Terminal-BenchAgentic#76/ 18455Artificial Analysis2026-09-01
Artificial Analysis Intelligence IndexReasoning#86/ 18438Artificial Analysis2026-09-01
GPQA DiamondReasoning#94/ 18586Artificial Analysis2026-09-01
Humanity's Last ExamReasoning#106/ 18024Artificial Analysis2026-09-01
SciCodeCoding#113/ 18041Artificial Analysis2026-09-01
AA-LCRLong context#114/ 17967Artificial Analysis2026-09-01
Family context

The three highest-scoring models with pages in each capability family. Where Ling 3.0 Flash shows up, it's highlighted.

ReasoningLing 3.0 Flash · 86
  1. 1
    Claude Mythos Preview
    95
  2. 2
    Gemini 3.7 Flash
    95
  3. 3
    Grok 4.6
    95
CodingLing 3.0 Flash · 41
  1. 1
    GPT 5.5
    96
  2. 2
    Claude Opus 4.8
    96
  3. 3
    Claude Opus 4.6
    96
AgenticLing 3.0 Flash · 55
  1. 1
    GPT 5.5
    100
  2. 2
    Claude Opus 4.8
    100
  3. 3
    Claude Fable 5
    100
Long contextLing 3.0 Flash · 67
  1. 1
    Muse Spark 1.2
    83
  2. 2
    Kimi K3
    83
  3. 3
    Gemini 3.5 Flash
    81
Newest receipts

Benchmark rows added to the public ledger for Ling 3.0 Flash in the last 120 days. Older rows live in the full table below.

9 recent
BenchmarkFamilyScoreSourceDays ago
AA-LCRLong context67%Artificial Analysis2
AA output speedPerformance373 t/sArtificial Analysis2
AA time to first tokenPerformance1.63sArtificial Analysis2
Artificial Analysis Intelligence IndexReasoning37.8%Artificial Analysis2
GPQA DiamondReasoning85.5%Artificial Analysis2
Humanity's Last ExamReasoning23.7%Artificial Analysis2
SciCodeCoding41.1%Artificial Analysis2
τ³-Bench BankingAgentic27.22%Artificial Analysis2
Terminal-BenchAgentic55.43%Artificial Analysis2
Family coverage

A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.

Reasoning86
Coding41
Agentic55
Long context67
Price vs. performance
0255075100$0.10$0.30$1$3$10$30input USD / 1M tokens · log scale →← intelligence

Hover or tab any dot for name, score, and input price.

AnthropicOpenAIMistralAlibabaDeepSeekGoogleMoonshotMetaMiniMaxxAIZhipuXiaomiOtherMeituanCohereNVIDIA

Full benchmark ledger

Every catalog benchmark for Ling 3.0 Flash. Scores link to the original source; gaps mean no public row exists yet.

9 sourced rows

9 of 37 catalog benchmarks have a sourced row for Ling 3.0 Flash.

Reasoning

Coding

Agentic

Long context

Performance

Sources