# MiniCPM5-2B vs Ripple-65B Preview

> Side-by-side benchmark comparison for MiniCPM5-2B and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minicpm5-2b-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 11
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Treat this as a split decision: use the category and benchmark breakdown to decide which profile better matches your workload.

## Summary

- MiniCPM5-2B and Ripple-65B Preview are tied on overall score, so the decision depends on category fit rather than the headline number.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 8.6% and 80.5%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | MiniCPM5-2B | Ripple-65B Preview |
|----------|----------|----------|
| Creator | OpenBMB | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 1M |
| Overall Score | null | null |
| Benchmarks Covered | 19 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 66.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 8.6% | 80.5% | Ripple-65B Preview |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 69.1% | Coming soon | Coming soon |
| SciCode | 26.3% | 39.4% | Ripple-65B Preview |
| SWE-bench Verified | 46.4% | 76.5% | Ripple-65B Preview |
| SWE-bench Pro | 14.4% | 61.4% | Ripple-65B Preview |
| Terminal-Bench 2.1 | 8.6% | 80.5% | Ripple-65B Preview |
| DeepSWE | Coming soon | 44.3% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 43.7% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 70.8% | 84.2% | Ripple-65B Preview |
| MMLU-Redux | 84.7% | Coming soon | Coming soon |
| HLE | 8.9% | Coming soon | Coming soon |
| GPQA-D | 70.2% | 85.2% | Ripple-65B Preview |
| SuperGPQA | 40.8% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |

### Instruction Following

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 66.3% | 79.2% | Ripple-65B Preview |
| IFEval | 86.7% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- MiniCPM5-2B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-2B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 86.5% | 98.3% | Ripple-65B Preview |
| AIME26 | 86.5% | 95.0% | Ripple-65B Preview |
| HMMT Feb 2026 | 63.8% | 90.5% | Ripple-65B Preview |
| MATH-500 | 94.6% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |

## FAQ

### Which is better overall, MiniCPM5-2B or Ripple-65B Preview?

MiniCPM5-2B and Ripple-65B Preview are tied on overall score in the current BenchLM data.

### How many benchmarks does MiniCPM5-2B cover on BenchLM?

MiniCPM5-2B currently has 19 sourced benchmark scores on BenchLM.

### How many benchmarks does Ripple-65B Preview cover on BenchLM?

Ripple-65B Preview currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [MiniCPM5-2B vs MiniCPM5-1B](/compare/minicpm5-1b-vs-minicpm5-2b)
- [Ripple-65B Preview vs MiniCPM5-1B](/compare/minicpm5-1b-vs-ripple-65b-preview)
- [MiniCPM5-2B vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-minicpm5-2b)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)

## Explore More

- [MiniCPM5-2B profile](/models/minicpm5-2b)
- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)