GLM-5.3-Flash
Category scores
Scores per capability area with the model's rank among ranked models in that category.
- 1Multimodal#1484.0
- 2Reasoning#1080.0
- 3Agentic & tool use#3773.6
- 4Knowledge#5065.1
- 5Math60.4
- 6Coding#4758.4
Benchmark results (23)
As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.
Agentic & tool use
| Terminal-Bench 2.1 | 84.3 | #19 of 68 |
| MazeBench | 0 | #20 of 42 |
| HLE w/ tools | 55.3 | #15 of 27 |
| AutomationBench | 48.8 | #10 of 25 |
| Toolathlon-Verified | 78.4 | #2 of 22 |
| Agents' Last Exam | 26.3 | #13 of 17 |
| Hermes Index | 35.0 | #12 of 16 |
| Hermes Bench | 68.9 | #13 of 16 |
Multimodal
| Design Arena Website | 1272 | #26 of 91 |
| CharXiv | 89.4 | #9 of 42 |
| ParseBench | 70.75 | #10 of 37 |
| ExtractBench (LlamaIndex)(lower is better) | 80.75 | #8 of 24 |
| OfficeQA Pro | 62.4 | #7 of 13 |
| BabyVision | 53.4 | #6 of 8 |
| MMVU | 80.5 | #2 of 7 |
| Chartography (tools) | 78.0 | #5 of 5 |
Coding
| DeepSWE | 63.4 | #32 of 50 |
| NL2Repo | 56.3 | #7 of 31 |
| Bug Hunt Bench | 17.7 | #22 of 23 |
| FrontierSWE v2 | 18.1 | #17 of 20 |
| OpenHarmony Bench | 57.3 | #6 of 12 |
Math
| FrontierMath v2 (Tiers 1-3) | 55.789 | #38 of 64 |
| FrontierMath v2 (Tier 4) | 17.073 | #38 of 51 |
Pricing by source
USD per 1M tokens.
| Source | Input | Output | Cached in |
|---|---|---|---|
| List price (OpenRouter) | $0.047 | $0.12 | — |
| OpenRouter z-ai/glm-5.3-flash | $0.047 | $0.12 | $0.006 |
Z.AI publishes GLM-5.3-Flash under MIT for self-hosting, so BenchLM represents the open checkpoint as self-host/free-per-token before infrastructure costs. The exact glm-5.3-flash model is also available through Z.AI services and the GLM Coding Plan, but Z.AI's public per-million-token pricing table does not yet list this SKU. The hosted API must not be read as free from this self-host placeholder.
Price history
- Oct 17, 2026: $0.032 / $0.42
- Oct 17, 2026: $0.15 / $0.50
- Oct 19, 2026: $0.048 / $0.16
- Oct 20, 2026: $0.047 / $0.12
- Oct 20, 2026: $0.047 / $0.12
Arena ratings
Human-preference ratings from LMArena. Best-rated variant shown.
| Text | 1471 | #29 · 32.9K votes |
| WebDev (coding) | 1607 | #29 · 18.3K votes |
| Vision | 1294 | #24 · 16.3K votes |
Open weights
From the Hugging Face repository.
- Parameters
- 321B
- Licence
- mit
- Downloads (30 days)
- 6.5M
- Repository
- zai-org/GLM-5.3-Flash ↗
Speed
Measured by us through OpenRouter (median of trials).
Not measured yet.
Related models
Same family
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- GLM-4.7-Flash39.1
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