# Ling 3.0 Flash vs MiniCPM5-2B

> Side-by-side benchmark comparison for Ling 3.0 Flash and MiniCPM5-2B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-minicpm5-2b
- Last updated: September 10, 2026

- Shared sourced benchmarks: 8
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Ling 3.0 Flash if you want the stronger benchmark profile. MiniCPM5-2B 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 44.
- The biggest single benchmark swing is SWE-bench Pro in Coding, with scores of 56.6% and 14.4%.
- MiniCPM5-2B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ling 3.0 Flash also has the larger context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash | MiniCPM5-2B |
|----------|----------|----------|
| Creator | InclusionAI | OpenBMB |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 131K |
| Overall Score | 47.51 | null |
| Benchmarks Covered | 22 | 19 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 41.9 (Estimated · #108/152)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | Coming soon | Coming soon |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | 66.6% | Ling 3.0 Flash |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | Coming soon | Coming soon |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 8.6% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 40.4 (Supported · #113/151)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 14.4% | Ling 3.0 Flash |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | 26.3% | Ling 3.0 Flash |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 69.1% | Coming soon |
| SWE-bench Verified | Coming soon | 46.4% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 8.6% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 71.2 (Unranked · 2 rankable rows)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 43.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 44.6 (Supported · #113/183)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | 70.2% | Ling 3.0 Flash |
| HLE | 22.7% | 8.9% | Ling 3.0 Flash |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 70.8% | Coming soon |
| MMLU-Redux | Coming soon | 84.7% | Coming soon |
| SuperGPQA | Coming soon | 40.8% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 75.6 (#60/123)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | 66.3% | Ling 3.0 Flash |
| IFEval | Coming soon | 86.7% | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- MiniCPM5-2B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniCPM5-2B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | 86.5% | Ling 3.0 Flash |
| HMMT Feb 2026 | 87.0% | 63.8% | Ling 3.0 Flash |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 86.5% | Coming soon |
| MATH-500 | Coming soon | 94.6% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or MiniCPM5-2B?

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 MiniCPM5-2B cover on BenchLM?

MiniCPM5-2B currently has 19 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)
- [MiniCPM5-2B vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-minicpm5-2b)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [MiniCPM5-2B vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-minicpm5-2b)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [MiniCPM5-2B profile](/models/minicpm5-2b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)