# Ling 3.0 Flash vs Ripple-65B Preview

> Side-by-side benchmark comparison for Ling 3.0 Flash and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 7
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Ling 3.0 Flash leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Ling 3.0 Flash has the higher overall point estimate 45.33 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is MCP Atlas in Agentic, with scores of 65.5% and 71.7%.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash | Ripple-65B Preview |
|----------|----------|----------|
| Creator | InclusionAI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 45.33 | null |
| Benchmarks Covered | 24 | 17 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 34.3 (Supported · #94/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 71.7% | Ripple-65B Preview |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| 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 |
| Hermes Index | 21.6% | Coming soon | Coming soon |
| Hermes Bench | 53.8% | 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 |

### Coding

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 32.2 (Supported · #97/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 61.4% | Ripple-65B Preview |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | 39.4% | Ling 3.0 Flash |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |

### Reasoning

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 75.1 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 42.1 (Supported · #108/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | 85.2% | Ripple-65B Preview |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 75.2 (#72/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | 79.2% | Ripple-65B Preview |

### Mathematics

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 81.1 (Unranked · 3 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | 95.0% | Ripple-65B Preview |
| HMMT Feb 2026 | 87.0% | 90.5% | Ripple-65B Preview |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Ripple-65B Preview?

Ling 3.0 Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Ling 3.0 Flash cover on BenchLM?

Ling 3.0 Flash currently has 24 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

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Ripple-65B Preview vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-ripple-65b-preview)
- [Ling 3.0 Flash vs Ling 3.0 Flash Sante](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Ripple-65B Preview vs Ling 3.0 Flash Sante](/compare/ling-3-0-flash-sante-vs-ripple-65b-preview)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [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)