# Ling 3.0 Flash vs Solar Pro 4

> Side-by-side benchmark comparison for Ling 3.0 Flash and Solar Pro 4 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-solar-pro-4
- Last updated: September 10, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Ling 3.0 Flash if you want the stronger benchmark profile. Solar Pro 4 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Ling 3.0 Flash leads overall 47.51 to 0.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 72.2% and 49.2%.
- Ling 3.0 Flash is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Solar Pro 4 also has the larger context window at 512K.

## Model Snapshot

| Property | Ling 3.0 Flash | Solar Pro 4 |
|----------|----------|----------|
| Creator | InclusionAI | Upstage |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 512K |
| Overall Score | 47.51 | null |
| Benchmarks Covered | 22 | 10 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 41.9 (Estimated · #108/152)
- Solar Pro 4 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Solar Pro 4 | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 61.4% | Ling 3.0 Flash |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | 49.2% | Ling 3.0 Flash |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 57.0% | Coming soon |
| APEX-Agents | Coming soon | 18.7% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 40.4 (Supported · #113/151)
- Solar Pro 4 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Solar Pro 4 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | Coming soon | Coming soon |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 57.0% | Coming soon |
| SWE-bench Verified | Coming soon | 70.6% | Coming soon |
| LiveCodeBench | Coming soon | 87.8% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 71.2 (Unranked · 2 rankable rows)
- Solar Pro 4 public-lane score: Coming soon

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 44.6 (Supported · #113/183)
- Solar Pro 4 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Solar Pro 4 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | 89.0% | Solar Pro 4 |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 86.3% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 75.6 (#60/123)
- Solar Pro 4 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Solar Pro 4 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- Solar Pro 4 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Solar Pro 4 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | 95.3% | Solar Pro 4 |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Solar Pro 4?

Ling 3.0 Flash is ahead overall on BenchLM right now.

### How many benchmarks does Ling 3.0 Flash cover on BenchLM?

Ling 3.0 Flash currently has 22 sourced benchmark scores on BenchLM.

### How many benchmarks does Solar Pro 4 cover on BenchLM?

Solar Pro 4 currently has 10 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Solar Pro 4 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-solar-pro-4)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Solar Pro 4 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-solar-pro-4)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Solar Pro 4 profile](/models/solar-pro-4)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)