# MiniCPM5-1B vs Ripple-65B Preview

> Side-by-side benchmark comparison for MiniCPM5-1B and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minicpm5-1b-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

MiniCPM5-1B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- MiniCPM5-1B has the higher overall point estimate 5.67 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is HMMT Feb 2026 in Mathematics, with scores of 25.8% and 90.5%.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | MiniCPM5-1B | Ripple-65B Preview |
|----------|----------|----------|
| Creator | OpenBMB | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 1M |
| Overall Score | 5.67 | null |
| Benchmarks Covered | 14 | 17 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiniCPM5-1B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 25.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| 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
- MiniCPM5-1B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench Pro | 22.7% | Coming soon | Coming soon |
| LiveCodeBench v6 | 33.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniCPM5-1B public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| BBH | 71.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- MiniCPM5-1B public-lane score: 9.1 (Estimated · #179/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 48.9% | 84.2% | Ripple-65B Preview |
| MMLU-Redux | 70.1% | Coming soon | Coming soon |
| GPQA-D | 26.3% | 85.2% | Ripple-65B Preview |
| SuperGPQA | 23.1% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |

### Instruction Following

- Winner: Not comparable
- MiniCPM5-1B public-lane score: 9.7 (#150/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 46.7% | 79.2% | Ripple-65B Preview |
| IFEval | 80.4% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- MiniCPM5-1B public-lane score: 12.1 (Unranked · 4 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniCPM5-1B | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 40.4% | 98.3% | Ripple-65B Preview |
| AIME26 | 40.4% | 95.0% | Ripple-65B Preview |
| HMMT Feb 2026 | 25.8% | 90.5% | Ripple-65B Preview |
| MATH-500 | 91.6% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |

## FAQ

### Which is better overall, MiniCPM5-1B or Ripple-65B Preview?

MiniCPM5-1B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does MiniCPM5-1B cover on BenchLM?

MiniCPM5-1B currently has 14 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

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

## Explore More

- [MiniCPM5-1B profile](/models/minicpm5-1b)
- [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)