# GLM-5.2 vs Ripple-65B Preview

> Side-by-side benchmark comparison for GLM-5.2 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5-2-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Pick GLM-5.2 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-5.2 leads overall 60.03 to 0.
- The biggest single benchmark swing is GPQA-D in Knowledge, with scores of 91.2% and 85.2%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | GLM-5.2 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Z.AI | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 60.03 | null |
| Benchmarks Covered | 30 | 17 |
| Pricing (input/output) | $1.40 / $4.40 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- GLM-5.2 public-lane score: 57.1 (Supported · #38/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | 4.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 81.0% | 80.5% | GLM-5.2 |
| MCP Atlas | 76.8% | 71.7% | GLM-5.2 |
| Toolathlon | 48.2% | Coming soon | Coming soon |
| ResearchClawBench | 20.7% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 67.8% | Coming soon | Coming soon |
| HLE w/ tools | 54.7% | Coming soon | Coming soon |
| MazeBench | 0% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- GLM-5.2 public-lane score: 53.7 (Supported · #34/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 62.1% | 61.4% | GLM-5.2 |
| NL2Repo | 48.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 81.0% | 80.5% | GLM-5.2 |
| ProgramBench | 63.7% | Coming soon | Coming soon |
| CursorBench 3.2 | 55.0% | Coming soon | Coming soon |
| OpenHarmony Bench | 58.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 69.5% | Coming soon | Coming soon |
| SWE-bench (Vals) | 82.8% | Coming soon | Coming soon |
| PostTrainBench v1.1 | 31.7% | Coming soon | 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-5.2 public-lane score: 78.8 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 20.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- GLM-5.2 public-lane score: 56.4 (Supported · #56/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 91.2% | Coming soon | Coming soon |
| GPQA-D | 91.2% | 85.2% | GLM-5.2 |
| HLE | 40.5% | Coming soon | Coming soon |
| HLE w/o tools | 40.5% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 85.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 86.7% | 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-5.2 public-lane score: 89.9 (#29/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- GLM-5.2 public-lane score: 78.4 (#3/12)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | GLM-5.2 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 99.2% | 95.0% | GLM-5.2 |
| HMMT Nov 2025 | 94.4% | Coming soon | Coming soon |
| HMMT Feb 2026 | 92.5% | 90.5% | GLM-5.2 |
| MMAnswerBench | 91.0% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 59.206% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 29.268% | 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-5.2 or Ripple-65B Preview?

GLM-5.2 is ahead overall on BenchLM right now.

### How many benchmarks does GLM-5.2 cover on BenchLM?

GLM-5.2 currently has 30 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-5.2 vs GLM-5.3](/compare/glm-5-2-vs-glm-5-3)
- [Ripple-65B Preview vs GLM-5.3](/compare/glm-5-3-vs-ripple-65b-preview)
- [GLM-5.2 vs GLM-5.3-Flash](/compare/glm-5-2-vs-glm-5-3-flash)
- [Ripple-65B Preview vs GLM-5.3-Flash](/compare/glm-5-3-flash-vs-ripple-65b-preview)

## Explore More

- [GLM-5.2 profile](/models/glm-5-2)
- [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)