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InclusionAI

Ling-3.0-flash-VL

  • Released
  • Open weights
  • MIT
Intelligence Index

Reasoning setting

24.6#46 of 83measured models
Measured · Artificial Analysis v4.3.2
API price from
$0.06 in / $0.18 out / 1M tokOpenRouter · DeepInfra · FP16
Context window
262.14K tok

Performance profile

ReasoningRank #33 of 107
86.2%
GPQA Diamond
CodingRank #52 of 94
44.2%
SciCode

Capabilities

Context window

Modalities

Measured setting

Integration

Reasoning trade-offs

Source (opens in a new tab)
Intelligence Index v4.3.2
Reasoning
Intelligence Index
24.6
Evaluation time
5.4m

Pricing & access

API route
OpenRouter · DeepInfra · FP16API
Tier & contextStandard

USD per 1M tokens

Input
$0.06
Output
$0.18
Cached input
$0.012

Run locally

Benchmarks

Full leaderboardSource (opens in a new tab)

Humanity’s Last Exam

Frontier reasoning

Ling-3.0-flash-VL · Reasoning#61 of 126

  1. 1Claude Opus 5.5Max61.4%
  2. 2Claude Fable 5.1Max59.1%
  3. 3Gemini 4 ArgonHigh57.1%
  4. 59Ling-3.0-flash-FinReasoning22.6%
  5. 60Qwen3.6 35B A3BReasoning22.2%
  6. 61Muse GlimmerHigh22.0%
  7. 61Ling-3.0-flash-VLReasoning22.0%
  8. 63Ring-2.6-1TExtra high21.6%
  9. 64o3Reasoning20.1%
  10. 65GPT-5.5 Instant (June 2026)Reasoning19.9%

Peers use their best measured result on this benchmark.

Alternatives

Each model at its highest-scoring measured setting · Intelligence Index v4.3.2 and its evaluation cost per task.