# GLM-5 vs Trinity-Large-Thinking

> Side-by-side benchmark comparison for GLM-5 and Trinity-Large-Thinking across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5-vs-trinity-large-thinking
- Last updated: September 29, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick GLM-5 if you want the stronger benchmark profile. Trinity-Large-Thinking only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GLM-5 leads overall 54.4 to 34.23.
- The clearest category separation is in instruction following, where the averages are 87.2 for GLM-5 and 66.3 for Trinity-Large-Thinking.
- The biggest single benchmark swing is Gert Labs in Agentic, with scores of 50.99% and 32.55%.
- Trinity-Large-Thinking is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Trinity-Large-Thinking also has the larger context window at 512K.

## Model Snapshot

| Property | GLM-5 | Trinity-Large-Thinking |
|----------|----------|----------|
| Creator | Z.AI | Arcee AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 512K |
| Overall Score | 54.4 | 34.23 |
| Benchmarks Covered | 36 | 5 |
| Pricing (input/output) | $1.00 / $3.20 | $0.25 / $0.90 |

## Category Breakdown

### Agentic

- Winner: Directional only
- GLM-5 public-lane score: 37.4 (Estimated · #58/117)
- Trinity-Large-Thinking public-lane score: 17.7 (Estimated · #104/117)

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 56.2% | Coming soon | Coming soon |
| Claw-Eval | 57.7% | Coming soon | Coming soon |
| QwenClawBench | 54.1% | Coming soon | Coming soon |
| τ³-bench results | 65.6% | Coming soon | Coming soon |
| DeepPlanning | 14.6% | Coming soon | Coming soon |
| Toolathlon | 38% | Coming soon | Coming soon |
| MCP Atlas | 31.1% | Coming soon | Coming soon |
| MCP-Tasks | 60.8% | Coming soon | Coming soon |
| WideResearch | 69.8% | Coming soon | Coming soon |
| CyberGym | 43.2% | Coming soon | Coming soon |
| Gert Labs | 50.99% | 32.55% | GLM-5 |

### Coding

- Winner: Directional only
- GLM-5 public-lane score: 38.9 (Estimated · #63/142)
- Trinity-Large-Thinking public-lane score: 21 (Supported · #119/142)

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.8% | Coming soon | Coming soon |
| SWE-bench Verified* | 72.8% | 63.2% | GLM-5 |
| SWE-bench Pro | 55.1% | Coming soon | Coming soon |
| SWE Multilingual | 73.3% | Coming soon | Coming soon |
| SWE-Rebench | 62.8% | Coming soon | Coming soon |
| React Native Evals | 74.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Not comparable
- GLM-5 public-lane score: 53.3 (Unranked · 4 rankable rows)
- Trinity-Large-Thinking public-lane score: 48.3 (Unranked · 2 rankable rows)

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.8% | Coming soon | Coming soon |
| AI-Needle | 63.3% | Coming soon | Coming soon |

### Knowledge

- Winner: Directional only
- GLM-5 public-lane score: 47.2 (Estimated · #73/168)
- Trinity-Large-Thinking public-lane score: 35.9 (Estimated · #114/168)

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 86% | Coming soon | Coming soon |
| GPQA-D | 86.0% | 76.3% | GLM-5 |
| SuperGPQA | 66.8% | Coming soon | Coming soon |
| MMLU-Pro | 85.7% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 85.8% | 83.4% | GLM-5 |
| HLE | 50.4% | Coming soon | Coming soon |

### Multilingual

- Winner: Not comparable
- GLM-5 public-lane score: 48.7 (#6/12)
- Trinity-Large-Thinking public-lane score: Coming soon

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 83.1% | Coming soon | Coming soon |
| NOVA-63 | 55.1% | Coming soon | Coming soon |

### Instruction Following

- Winner: Directional only
- GLM-5 public-lane score: 87.2 (#32/124)
- Trinity-Large-Thinking public-lane score: 66.3 (#68/124)

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 92.6% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- GLM-5 public-lane score: 56.5 (#7/7)
- Trinity-Large-Thinking public-lane score: Coming soon

| Benchmark | GLM-5 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.8% | Coming soon | Coming soon |
| AIME25 (Arcee) | 93.3% | 96.3% | Trinity-Large-Thinking |
| HMMT Feb 2025 | 97.5% | Coming soon | Coming soon |
| HMMT Nov 2025 | 96.9% | Coming soon | Coming soon |
| HMMT Feb 2026 | 86.4% | Coming soon | Coming soon |
| MMAnswerBench | 82.5% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 16.434% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 2.100% | Coming soon | Coming soon |

## FAQ

### Which is better overall, GLM-5 or Trinity-Large-Thinking?

GLM-5 is ahead overall on BenchLM right now.

### Where is the biggest gap between GLM-5 and Trinity-Large-Thinking?

The widest category gap is in instruction following, where the averages are 87.2 for GLM-5 and 66.3 for Trinity-Large-Thinking.

### How many benchmarks does GLM-5 cover on BenchLM?

GLM-5 currently has 36 sourced benchmark scores on BenchLM.

### How many benchmarks does Trinity-Large-Thinking cover on BenchLM?

Trinity-Large-Thinking currently has 5 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-5 vs GLM-5.3](/compare/glm-5-vs-glm-5-3)
- [Trinity-Large-Thinking vs GLM-5.3](/compare/glm-5-3-vs-trinity-large-thinking)
- [GLM-5 vs GLM-5.2](/compare/glm-5-vs-glm-5-2)
- [Trinity-Large-Thinking vs GLM-5.2](/compare/glm-5-2-vs-trinity-large-thinking)

## Explore More

- [GLM-5 profile](/models/glm-5)
- [Trinity-Large-Thinking profile](/models/trinity-large-thinking)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)