# Ling 3.1 Flash vs Ripple-65B Preview

> Side-by-side benchmark comparison for Ling 3.1 Flash and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-1-flash-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Ling 3.1 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 3.1 Flash has the higher overall point estimate 65.41 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is τ³-bench results in Agentic, with scores of 47.8% and 31.3%.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.1 Flash | Ripple-65B Preview |
|----------|----------|----------|
| Creator | InclusionAI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 65.41 | null |
| Benchmarks Covered | 17 | 17 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: 63.4 (Estimated · #18/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.1 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| skillsBench | 68.7% | Coming soon | Coming soon |
| AutomationBench | 52.5% | 36.4% | Ling 3.1 Flash |
| CyberGym | 87.9% | Coming soon | Coming soon |
| Finance Agent v2 | 57.9% | Coming soon | Coming soon |
| DRACO | 85.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 81.2% | 80.5% | Ling 3.1 Flash |
| τ³-bench results | 47.8% | 31.3% | Ling 3.1 Flash |
| MCP Atlas | 83% | 71.7% | Ling 3.1 Flash |
| BrowseComp | 91.7% | Coming soon | Coming soon |
| WideResearch | 83.3% | Coming soon | Coming soon |

### Coding

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: 58 (Estimated · #22/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.1 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| terminalBench4 | 46.0% | Coming soon | Coming soon |
| SWE-Atlas Codebase QnA | 64.5% | Coming soon | Coming soon |
| SWE Multilingual | 88.5% | Coming soon | Coming soon |
| SWE-bench Pro | 68.7% | 61.4% | Ling 3.1 Flash |
| DeepSWE | 59.7% | 44.3% | Ling 3.1 Flash |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: 82 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.1 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 65.3% | Coming soon | Coming soon |
| HLE | 37.4% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.1 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Ling 3.1 Flash public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Ling 3.1 Flash | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| 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

### Which is better overall, Ling 3.1 Flash or Ripple-65B Preview?

Ling 3.1 Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Ling 3.1 Flash cover on BenchLM?

Ling 3.1 Flash currently has 17 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 3.1 Flash vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ling-3-1-flash)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Ling 3.1 Flash vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ling-3-1-flash)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Ling 3.1 Flash profile](/models/ling-3-1-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)