# Ling 3.0 Flash Fin vs Ling 3.1 Flash

> Side-by-side benchmark comparison for Ling 3.0 Flash Fin and Ling 3.1 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fin-vs-ling-3-1-flash
- Last updated: September 30, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Fin and Ling 3.1 Flash share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | Ling 3.0 Flash Fin | Ling 3.1 Flash |
|----------|----------|----------|
| Creator | InclusionAI | InclusionAI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 3 | 8 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| Finance Agent v2 | 59.8% | 57.9% | Ling 3.0 Flash Fin |
| APEX-Agents | 29.2% | Coming soon | Coming soon |
| SpreadsheetBench 2 | 21.8% | Coming soon | Coming soon |
| skillsBench | Coming soon | 68.7% | Coming soon |
| AutomationBench | Coming soon | 52.5% | Coming soon |
| CyberGym | Coming soon | 87.9% | Coming soon |
| DRACO | Coming soon | 85.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| terminalBench4 | Coming soon | 40.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 55.9% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | Coming soon | 65.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Fin and Ling 3.1 Flash?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ling 3.0 Flash Fin vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fin-vs-ling-3-0-flash-vl)
- [Ling 3.1 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-ling-3-1-flash)
- [Ling 3.0 Flash Fin vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Ling 3.1 Flash vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-1-flash)

## Explore More

- [Ling 3.0 Flash Fin profile](/models/ling-3-0-flash-fin)
- [Ling 3.1 Flash profile](/models/ling-3-1-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)