# Ling 3.1 Flash Benchmark Scores & Performance

> Ling 3.1 Flash by InclusionAI has 8 source-displayable benchmark rows but no public overall score. It remains unranked.

Canonical page: https://benchlm.ai/models/ling-3-1-flash

Last updated: September 30, 2026

## Model Details

| Property | Value |
|----------|-------|
| Creator | InclusionAI |
| Source Type | Proprietary |
| Reasoning Type | Reasoning |
| Context Window | 262K |
| Official model card | [Vercel AI Gateway Ling 3.1 Flash listing](https://vercel.com/ai-gateway/models/ling-3.1-flash) |
| Overall Score | Coming soon |
| Overall Rank | Unranked |

## Family & Coverage

- Family: Ling 3.1
- Variant: flash
- Benchmarks covered: 8 of 491
- Related earlier model: [Ling 3.0 Flash](/models/ling-3-0-flash)
- Coverage note: BenchLM currently has partial benchmark coverage for this model, so the overall score is conservative.

## Agentic Benchmarks

| Benchmark | Score |
|-----------|-------|
| [skillsBench](/benchmarks/skillsbench) | 68.7% |
| [AutomationBench](/benchmarks/automationbench) | 52.5% |
| [CyberGym](/benchmarks/cybergym) | 87.9% |
| [Finance Agent v2](/benchmarks/financeagentv2) | 57.9% |
| [DRACO](/benchmarks/draco) | 85.5% |

## Coding Benchmarks

| Benchmark | Score |
|-----------|-------|
| [terminalBench4](/benchmarks/terminal-bench-4) | 40.4% |
| [SWE-Atlas Codebase QnA](/benchmarks/swe-atlas-codebase-qna) | 55.9% |

## Knowledge Benchmarks

| Benchmark | Score |
|-----------|-------|
| [HealthBench Professional](/benchmarks/healthbenchprofessional) | 65.3% |

## Other InclusionAI Models

- [Ling 3.0 Flash VL](/models/ling-3-0-flash-vl) - Score: 44.38
- [Ling 3.0 Flash](/models/ling-3-0-flash) - Score: 42.31
- [Ling 2.6 Flash](/models/ling-2-6-flash) - Score: 33.73
- [Ling 3.0 Flash FP8](/models/ling-3-0-flash-fp8) - Score: not computed
- [Ling 3.0 Tiny](/models/ling-3-0-tiny) - Score: not computed
- [LLaDA2.2-flash](/models/llada2-2-flash) - Score: not computed
- [LLaDA2.2-mini](/models/llada2-2-mini) - Score: not computed
- [Ling 3.0 Flash Fin](/models/ling-3-0-flash-fin) - Score: not computed