# DeepSeek V3 vs Ripple-65B Preview

> Side-by-side benchmark comparison for DeepSeek V3 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/deepseek-v3-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: DeepSeek V3 and Ripple-65B Preview share only 3 sourced benchmark rows.

## Summary

- Only 3 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 lower published output-token price.
- Ripple-65B Preview has the larger published context window at 1M.

## Model Snapshot

| Property | DeepSeek V3 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | DeepSeek | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | 30.85 | null |
| Benchmarks Covered | 9 | 17 |
| Pricing (input/output) | $0.27 / $1.10 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- DeepSeek V3 public-lane score: 14.3 (Estimated · #133/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | 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
- DeepSeek V3 public-lane score: 15.8 (Estimated · #145/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench | 37.6% | Coming soon | Coming soon |
| SWE-bench Verified | 42% | 76.5% | Ripple-65B Preview |
| Terminal-Bench 2.1 | Coming soon | 80.5% | 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
- DeepSeek V3 public-lane score: 25.5 (Unranked · 3 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 48.7% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- DeepSeek V3 public-lane score: 30.5 (Supported · #150/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 59.1% | Coming soon | Coming soon |
| MMLU-Pro | 75.9% | 84.2% | Ripple-65B Preview |
| SimpleQA | 24.9% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- DeepSeek V3 public-lane score: 39.6 (#124/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 86.1% | Coming soon | Coming soon |
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- DeepSeek V3 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | DeepSeek V3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 39.2% | 97.1% | Ripple-65B Preview |
| MATH-500 | 90.2% | Coming soon | 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 DeepSeek V3 and Ripple-65B Preview?

Not yet. The models share only 3 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

- [DeepSeek V3 vs DeepSeek V3 0324](/compare/deepseek-v3-vs-deepseek-v3-0324)
- [Ripple-65B Preview vs DeepSeek V3 0324](/compare/deepseek-v3-0324-vs-ripple-65b-preview)
- [DeepSeek V3 vs Gemini 4 Carbon](/compare/deepseek-v3-vs-gemini-4-carbon)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)

## Explore More

- [DeepSeek V3 profile](/models/deepseek-v3)
- [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)