Ling 3.0 Flash
Public AI IQ model profile with source-backed benchmark results and derived ranking context.
Ling 3.0 Flash API pricing — full price table, workload cost examples, and cheaper alternatives.
Release and Capabilities
| Public release | 2026-07-24 |
|---|---|
| Modalities | text |
| Context window | 262,144 tokens |
Open weights and hosted API access through Ant Ling
Publisher-reported capabilities
- Ling 3.0 Flash is a 124B-parameter mixture-of-experts model with 5.1B active parameters.
- It supports hybrid reasoning, tool calling, and a native 256k-token context window.
Limitations and availability caveats
- The model is text-only.
Official release and model references
Measured Coverage and Estimates
Ling 3.0 Flash has 12 of 39 tracked IQ benchmark inputs across 5 of 7 dimensions. Raw benchmark tables contain source-backed results only. Derived IQ combines all six dimensions using the shared scoring methodology, including estimates where direct coverage is incomplete.
Among dimensions with direct benchmark coverage, this profile's highest estimated scores are Academic Reasoning (IQ 118) and Computer Use (IQ 118). These dimension estimates can include statistical adjustments or predecessor priors; they are not raw benchmark percentages or claims of real-world task success.
Benchmark versions, evaluation harnesses, and coverage affect comparisons; a missing result is not a score of zero. See the scoring methodology for estimation and uncertainty limits.
IQ Dimensions
| Dimension | IQ | Coverage |
|---|---|---|
| Abstract Reasoning | 85 | 0/5 |
| Mathematical Reasoning | 94 | 0/5 |
| Academic Reasoning | 118 | 4/6 |
| Programmatic Reasoning | 101 | 1/6 |
| Computer Use | 118 | 1/5 |
| Reliability | 112 | 2/6 |
| Knowledge Work | 109 | 4/6 |
Benchmark Results
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Frequently Asked Questions
- What is the IQ of Ling 3.0 Flash?
- Ling 3.0 Flash has an estimated IQ of 105, which ranks #88 out of 159 public models on the AI IQ leaderboard. The score combines seven equally weighted reasoning dimensions using measured benchmark results and conservative estimates for missing coverage.
- How much does Ling 3.0 Flash cost?
- Ling 3.0 Flash costs $0.075 per million input tokens and $0.22 per million output tokens. Adjusted for how many tokens it actually consumes on real tasks, its effective cost works out to $0.2084 per million input-plus-output tokens.
- Is Ling 3.0 Flash open source?
- Yes — Ling 3.0 Flash is an open-weights model: its trained weights are published, so it can be downloaded and self-hosted.
- When was Ling 3.0 Flash released?
- Ling 3.0 Flash was publicly released on July 24, 2026.
- How large is the context window of Ling 3.0 Flash?
- Ling 3.0 Flash supports a context window of 262,144 tokens — the amount of text it can consider in a single request.
- How fast is Ling 3.0 Flash?
- In independent measurements, Ling 3.0 Flash generates about 347 tokens per second, with a typical response time of about 9.8 seconds.