Ling 3.0 Flash

Ling 3.0 Flash ranks #117 out of 232 models on the public BenchAlign leaderboard, with a score of 52.2/100. Its evidence status is Estimated, and this profile shows 22 source-displayable benchmark rows. The label describes evidence depth, not a provider quality claim; inspect category rows before choosing a workload.

Ling 3.0 Flash ranks #112 out of 181 eligible models for knowledge and understanding, with a public category score of 45.9/100. Higher-ranked alternatives are available for workloads where this category decides the choice. Check the underlying rows before treating the aggregate as a workload guarantee.

Ling 3.0 Flash ranks #126 out of 183 eligible models for coding and programming, with a public category score of 42.8/100. Higher-ranked alternatives are available for workloads where this category decides the choice. Check the underlying rows before treating the aggregate as a workload guarantee.

Ling 3.0 Flash has source-displayable benchmark coverage for mathematics, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.

Ling 3.0 Flash ranks #121 out of 151 eligible models for agentic tool use and computer tasks, with a public category score of 40/100. Higher-ranked alternatives are available for workloads where this category decides the choice. Check the underlying rows before treating the aggregate as a workload guarantee.

Ling 3.0 Flash ranks #58 out of 120 eligible models for instruction following, with a public category score of 75.6/100. Higher-ranked alternatives are available for workloads where this category decides the choice. Check the underlying rows before treating the aggregate as a workload guarantee.

Ling 3.0 Flash is an open-weight model from InclusionAI. Its weights can be downloaded for local or hosted deployment, subject to the published license. Open weight does not automatically mean open source: training data and training code may remain private, and commercial restrictions can still apply.

Ling 3.0 Flash belongs to the Ling 3.0 family. Related tracked variants include Ling 3.0 Flash FP8, Ling 3.0 Flash Fin. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.

No. Ling 3.0 Flash currently has 38 source-displayable rows across 422 tracked benchmark slots. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.

Ling 3.0 Flash has a documented context window of 262K. That figure is the maximum combined prompt and retained-conversation space reported for this exact model; it is not the maximum output length. The profile keeps output limits separate because providers often publish those limits independently.