Ling 3.0 Flash Thinking

Ling-3.0-flash Thinking enables visible reasoning on inclusionAI's token-efficient 124B-parameter Mixture-of-Experts model for harder coding, tool use, planning, and production-scale agent workflows.

  • Reasoning
  • Tool Calling

Added Jul 23, 2026

Model weights

Pricing

Auto routing · per 1M tokens
Input
$0.075
Output
$0.22
Cache read
$0.015
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Specifications

Context window
262.1K
Max output
32.8K
Avg output (7d)
101 tokens
Longer than 6% of models

Benchmarks

Sourced from Artificial Analysis.

Intelligence Index

20.1

Better than 68% of models compared

Coding Index

50.6

Better than 59% of models compared

Agentic Index

19.3

Better than 56% of models compared

Agentic work

AutomationBench-AA

Workflow automation with guardrail penalties

3.2%

Better than 24% of models compared

AA-Briefcase

Agentic knowledge work (Elo)

797 Elo

Better than 35% of models compared

GDPval-AA v2

Economically valuable tasks (Elo)

948 Elo

Better than 42% of models compared

Document reasoning

GDP.pdf

Professional PDF reasoning: all-pass rate

5.4%

Better than 27% of models compared

AA-LCR v1.1

Long context reasoning with updated grading

73.0%

Better than 68% of models compared

Reasoning

HLE

Humanity's Last Exam

23.7%

Better than 71% of models compared

CritPt

Research-level physics reasoning

1.7%

Coding

Terminal-Bench v4.0

Practical coding and terminal tasks

0.0%

Better than 16% of models compared

SciCode

Python programming for scientific computing

42.0%

Better than 30% of models compared

Knowledge

AA-Omniscience Accuracy

Proportion of correctly answered questions

18.2%

AA-Omniscience Hallucination Rate

Rate of incorrect answers among non-correct responses

44.1%

Legacy benchmarks

GPQA Diamond (legacy)

Graduate-level scientific reasoning

85.5%

Better than 79% of models compared

AA-LCR (unversioned / legacy)

Long context reasoning evaluation

73.0%

Better than 68% of models compared

GDPval-AA (unversioned / legacy)

Economically valuable tasks

22.4%

Last updated Oct 12, 2026

Artificial Analysis

Providers

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