# GLM-5.1 vs Ripple-65B Preview

> Side-by-side benchmark comparison for GLM-5.1 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5-1-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Pick GLM-5.1 if you want the stronger benchmark profile. Ripple-65B Preview only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GLM-5.1 leads overall 55.83 to 0.
- The biggest single benchmark swing is τ³-bench results in Agentic, with scores of 70.6% and 31.3%.
- 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 | GLM-5.1 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Z.AI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 203K | 1M |
| Overall Score | 55.83 | null |
| Benchmarks Covered | 27 | 17 |
| Pricing (input/output) | $1.40 / $4.40 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- GLM-5.1 public-lane score: 45.1 (Estimated · #64/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 63.5% | Coming soon | Coming soon |
| BrowseComp | 68% | Coming soon | Coming soon |
| τ³-bench results | 70.6% | 31.3% | GLM-5.1 |
| MCP Atlas | 71.8% | 71.7% | GLM-5.1 |
| CyberGym | 68.7% | Coming soon | Coming soon |
| Claw-Eval | 62.3% | Coming soon | Coming soon |
| Gert Labs | 60.11% | Coming soon | Coming soon |
| ResearchClawBench | 18.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 56.9% | Coming soon | Coming soon |
| HLE w/ tools | 52.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- GLM-5.1 public-lane score: 47.1 (Supported · #53/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 58.4% | 61.4% | Ripple-65B Preview |
| NL2Repo | 42.7% | Coming soon | Coming soon |
| SWE-Rebench | 62.7% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 63.5% | Coming soon | Coming soon |
| Vibe Code Bench | 31.46% | Coming soon | Coming soon |
| OpenHarmony Bench | 52.3% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 81.4% | Coming soon | Coming soon |
| SWE-bench (Vals) | 76.4% | 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 |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- GLM-5.1 public-lane score: 75.6 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- GLM-5.1 public-lane score: 51.3 (Supported · #72/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 86.2% | 85.2% | GLM-5.1 |
| HLE | 31% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.5% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 86.9% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- GLM-5.1 public-lane score: 93.8 (#7/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- GLM-5.1 public-lane score: 66.7 (#7/12)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.1 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.3% | 95.0% | GLM-5.1 |
| HMMT Nov 2025 | 94.0% | Coming soon | Coming soon |
| HMMT Feb 2026 | 82.6% | 90.5% | Ripple-65B Preview |
| MMAnswerBench | 83.8% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 36.842% | 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, GLM-5.1 or Ripple-65B Preview?

GLM-5.1 is ahead overall on BenchLM right now.

### How many benchmarks does GLM-5.1 cover on BenchLM?

GLM-5.1 currently has 27 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

- [GLM-5.1 vs GLM-5.3](/compare/glm-5-1-vs-glm-5-3)
- [Ripple-65B Preview vs GLM-5.3](/compare/glm-5-3-vs-ripple-65b-preview)
- [GLM-5.1 vs GLM-5.2](/compare/glm-5-1-vs-glm-5-2)
- [Ripple-65B Preview vs GLM-5.2](/compare/glm-5-2-vs-ripple-65b-preview)

## Explore More

- [GLM-5.1 profile](/models/glm-5-1)
- [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)