# Phi-3.5-mini vs Ripple-65B Preview

> Side-by-side benchmark comparison for Phi-3.5-mini and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/phi-3-5-mini-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Phi-3.5-mini and Ripple-65B Preview share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ripple-65B Preview has the larger published context window at 1M.

## Model Snapshot

| Property | Phi-3.5-mini | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Microsoft | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 8 | 17 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| 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: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| HumanEval | 62.8% | 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: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| BBH | 69% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 69% | 89.6% | Ripple-65B Preview |
| MMLU-Pro | 47.4% | 84.2% | Ripple-65B Preview |
| GPQA | 30.4% | Coming soon | Coming soon |
| MMMLU | 55.4% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MGSM | 47.9% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Phi-3.5-mini public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Phi-3.5-mini | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 86.2% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| AIME26 | Coming soon | 95.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between Phi-3.5-mini and Ripple-65B Preview?

Not yet. The models share only 2 sourced benchmark rows, 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

- [Phi-3.5-mini vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-phi-3-5-mini)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Phi-3.5-mini vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-phi-3-5-mini)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Phi-3.5-mini profile](/models/phi-3-5-mini)
- [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)