Ling 3.0 Flash Fin
Public AI IQ model profile with source-backed benchmark results and derived ranking context.
Release and Capabilities
| Public release | 2026-08-27 |
|---|---|
| Modalities | text |
| Context window | 262,144 tokens |
MIT open weights and hosted API access.
Publisher-reported capabilities
- Finance-enhanced continued-training checkpoint based on Ling 3.0 Flash.
- Targets financial research, source-grounded retrieval, modeling, and spreadsheet workflows.
Limitations and availability caveats
- The August 27 publisher launch date is verified; independent evaluation checkpoint matching remains incomplete.
Official release and model references
Measured Coverage and Estimates
Ling 3.0 Flash Fin has 8 of 39 tracked IQ benchmark inputs across 4 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 120) and Reliability (IQ 112). 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 | 88 | 0/5 |
| Mathematical Reasoning | 93 | 0/5 |
| Academic Reasoning | 120 | 3/6 |
| Programmatic Reasoning | 101 | 1/6 |
| Computer Use | 97 | 0/5 |
| Reliability | 112 | 2/6 |
| Knowledge Work | 106 | 2/6 |
Benchmark Results
| Benchmark | Score | Dimension |
|---|---|---|
| AA Long Context Reasoning v1.1 | 73.6667 | Reliability |
| AA Omniscience | -14.5833 | Reliability |
| AutomationBench-AA | 7.3944 | Knowledge Work |
| CritPt | 2.5714 | Academic Reasoning |
| GDP.pdf | 5.4 | Knowledge Work |
| Humanity's Last Exam | 22.6135 | Academic Reasoning |
| SciCode | 42.3611 | Academic Reasoning |
| Terminal-Bench 4.0 | 0 | Programmatic Reasoning |
Compare
Frequently Asked Questions
- What is the IQ of Ling 3.0 Flash Fin?
- Ling 3.0 Flash Fin has an estimated IQ of 102, which ranks #103 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.
- Is Ling 3.0 Flash Fin open source?
- Yes — Ling 3.0 Flash Fin is an open-weights model: its trained weights are published, so it can be downloaded and self-hosted.
- When was Ling 3.0 Flash Fin released?
- Ling 3.0 Flash Fin was publicly released on August 27, 2026.
- How large is the context window of Ling 3.0 Flash Fin?
- Ling 3.0 Flash Fin 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 Fin?
- In independent measurements, Ling 3.0 Flash Fin generates about 338 tokens per second, with a typical response time of about 9.2 seconds.