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Ling 3.0 Flash

InclusionAIOpen weightsReasoningProvisionalReleased Jul 23, 2026Input: text
Compare with Nemotron 3.5 Bolt 74B-A9BSource scores ↗OpenRouter ↗
Overall score
45.1
Rank 125 of 222 · 30.8–59.5
Context window
262K
262,000 tokens
Price per 1M tokens
$0.021 in · $0.063 out
Source: OpenRouter
Blended price
$0.032
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Math81.1
  2. 2Instruction following#6775.2
  3. 3Reasoning75.1
  4. 4Agentic & tool use56.1
  5. 5Coding#9148.9
  6. 6Knowledge#10741.7
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (18)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Terminal-Bench 2.157.0#53 of 68
BrowseComp72.2#31 of 50
MCP Atlas65.5#27 of 42
BFCL v473.0#4 of 19
WideResearch73.6#11 of 16
Hermes Index21.6#16 of 16
Hermes Bench53.8#16 of 16
DRACO70.4#6 of 6

Coding

SWE-bench Pro56.6#40 of 69
SciCode41.2#13 of 23
LiveCodeBench v582.8#1 of 6

Math

AIME2693.2#19 of 29
HMMT Feb 202687.0#12 of 24
IMOAnswerBench83.7#6 of 9

Knowledge

GPQA85.0#49 of 117
HLE22.7#56 of 69

Multilingual

SWE Multilingual72.4#31 of 46

Instruction following

IFBench74.5#24 of 42

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (OpenRouter)$0.021$0.063—
OpenRouter inclusionai/ling-3.0-flash$0.021$0.063$0.004

InclusionAI publishes the MIT-licensed BF16 checkpoint for self-hosting. The official model card links to a third-party OpenRouter route but does not publish a first-party hosted per-token price, so the numeric price fields remain unresolved.

Open weights

From the Hugging Face repository.

Parameters
127B
Licence
mit
Downloads (30 days)
10.5K

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

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