# K-EXAONE 2.0 vs Ripple-65B Preview

> Side-by-side benchmark comparison for K-EXAONE 2.0 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/k-exaone-2-0-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 9
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Treat this as a split decision: use the category and benchmark breakdown to decide which profile better matches your workload.

## Summary

- K-EXAONE 2.0 and Ripple-65B Preview are tied on overall score, so the decision depends on category fit rather than the headline number.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 43.8% and 80.5%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | K-EXAONE 2.0 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | LG AI Research | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | null | null |
| Benchmarks Covered | 15 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 43.8% | 80.5% | Ripple-65B Preview |
| Claw-Eval | 77.7% | Coming soon | 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
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 37.4% | 39.4% | Ripple-65B Preview |
| SWE-bench Verified | 68.2% | 76.5% | Ripple-65B Preview |
| Terminal-Bench 2.1 | 43.8% | 80.5% | Ripple-65B Preview |
| SWE-bench Pro | Coming soon | 61.4% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |

### Knowledge

- Winner: Not comparable
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 83.5% | 84.2% | Ripple-65B Preview |
| GPQA-D | 82.2% | 85.2% | Ripple-65B Preview |
| HLE | 18.3% | Coming soon | Coming soon |
| MMMLU | 86.6% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |

### Multilingual

- Winner: Not comparable
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| PolyMath | 71.3% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 92.4% | Coming soon | Coming soon |
| IFBench | 72.6% | 79.2% | Ripple-65B Preview |

### Mathematics

- Winner: Not comparable
- K-EXAONE 2.0 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | K-EXAONE 2.0 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 92.3% | 95.0% | Ripple-65B Preview |
| HMMT Feb 2026 | 78.4% | 90.5% | Ripple-65B Preview |
| IMOAnswerBench | 78.6% | 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, K-EXAONE 2.0 or Ripple-65B Preview?

K-EXAONE 2.0 and Ripple-65B Preview are tied on overall score in the current BenchLM data.

### How many benchmarks does K-EXAONE 2.0 cover on BenchLM?

K-EXAONE 2.0 currently has 15 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

- [K-EXAONE 2.0 vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-k-exaone-2-0)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [K-EXAONE 2.0 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-k-exaone-2-0)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [K-EXAONE 2.0 profile](/models/k-exaone-2-0)
- [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)