Zhipu AI (Z.ai)open-weight
Released: 2026-09-18Z.ai: GLM 5.3 FlashX
GLM-5.3-FlashX is the high-speed variant of Z.ai's GLM-5.3-Flash, a native multimodal model delivering inference speeds of up to 200 tokens/s. Built on the same hybrid sparse and linear attention architecture...
Intelligence Index
85.0/ 100
Calibrated multi-domain compositeThroughput Speed
85tok/sec
Output streaming throughputTime To First Token
280ms
Initial chunk server latencyLiveBench Contam-Free
74.8%
September 2026 suite scoreLiveBench Multi-Domain Evaluation Breakdown
Monthly refreshed contamination-free test setsLogical Reasoning78.2%
Coding & Repo Repair76.5%
Mathematics (AIME)75.7%
Data Analysis & Tables72.3%
Language & Comprehension74.0%
Instruction Following74.8%
Sourced Benchmark Evaluations (61)
Verified performance across authoritative benchmarks with provenance tracking.| Benchmark | Status | Score | Trust | Date | Source Type | Provenance |
|---|---|---|---|---|---|---|
| RULER | Nearing Saturation | 78.2% | 84 | 2026-09-12 | independent | Source ↗ |
| Mercury | Deprecated | 71.1% | 10 | 2026-09-12 | independent | Source ↗ |
| MGSM | Nearing Saturation | 75.1% | 65 | 2026-09-12 | independent | Source ↗ |
| MMLU | Saturated | 86.7% | 25 | 2026-09-12 | independent | Source ↗ |
| MMLU-Pro | Nearing Saturation | 78.2% | 75 | 2026-09-12 | independent | Source ↗ |
| MMLU-Redux | Saturated | 83.3% | 25 | 2026-09-12 | independent | Source ↗ |
| MT-Bench | Nearing Saturation | 7.7% | 75 | 2026-09-12 | independent | Source ↗ |
| MultiPL-E | Deprecated | 74.3% | 10 | 2026-09-12 | independent | Source ↗ |
| Needle-in-a-Haystack | Saturated | 97% | 44 | 2026-09-12 | independent | Source ↗ |
| OlympiadBench | Active | 64.9% | 80 | 2026-09-12 | independent | Source ↗ |
| Omni-MATH | Deprecated | 58.5% | 10 | 2026-09-12 | independent | Source ↗ |
| OpenAI-MRCR | Active | 71.4% | 80 | 2026-09-12 | independent | Source ↗ |
| PutnamBench | Active | 41.1% | 90 | 2026-09-12 | independent | Source ↗ |
| QASPER | Nearing Saturation | 70.6% | 65 | 2026-09-12 | independent | Source ↗ |
| QuALITY | Nearing Saturation | 74.8% | 78 | 2026-09-12 | independent | Source ↗ |
| AGIEval | Saturated | 71% | 25 | 2026-09-12 | independent | Source ↗ |
| SCROLLS | Nearing Saturation | 68% | 65 | 2026-09-12 | independent | Source ↗ |
| SimpleQA | Active | 44.2% | 90 | 2026-09-12 | independent | Source ↗ |
| Soohak | Active | 60.1% | 98 | 2026-09-12 | independent | Source ↗ |
| StructFlowBench | Nearing Saturation | 63.6% | 75 | 2026-09-12 | independent | Source ↗ |
| SuperGLUE | Saturated | 84.2% | 25 | 2026-09-12 | independent | Source ↗ |
| SWE-bench | Deprecated | 54.9% | 10 | 2026-09-12 | independent | Source ↗ |
| SWE-bench Pro | Active | 50.1% | 90 | 2026-09-12 | independent | Source ↗ |
| SWE-bench Verified | Saturated | 63% | 25 | 2026-09-12 | independent | Source ↗ |
| SWE-Lancer | Deprecated | 54.9% | 20 | 2026-09-12 | independent | Source ↗ |
| TabMWP | Saturated | 72.8% | 25 | 2026-09-12 | independent | Source ↗ |
| Terminal-Bench | Active | 56.6% | 80 | 2026-09-12 | independent | Source ↗ |
| TruthfulQA | Saturated | 74.8% | 25 | 2026-09-12 | independent | Source ↗ |
| WinoGrande | Saturated | 85.8% | 28 | 2026-09-12 | independent | Source ↗ |
| ZeroSCROLLS | Nearing Saturation | 68% | 78 | 2026-09-12 | independent | Source ↗ |
| MBPP | Saturated | 85.6% | 25 | 2026-09-12 | independent | Source ↗ |
| AgentIF | Nearing Saturation | 50.9% | 80 | 2026-09-12 | independent | Source ↗ |
| AIME | Nearing Saturation | 75.1% | 75 | 2026-09-12 | independent | Source ↗ |
| ARC-AGI | Saturated | 77.6% | 25 | 2026-09-12 | independent | Source ↗ |
| ARC-AGI-2 | Nearing Saturation | 64.4% | 75 | 2026-09-12 | independent | Source ↗ |
| ARC-AGI-3 | Active | 53.6% | 93 | 2026-09-12 | independent | Source ↗ |
| BIG-Bench Hard | Saturated | 80.9% | 25 | 2026-09-12 | independent | Source ↗ |
| CodeContests | Deprecated | 52.5% | 10 | 2026-09-12 | independent | Source ↗ |
| CodeXGLUE | Deprecated | 76% | 23 | 2026-09-12 | independent | Source ↗ |
| CommonsenseQA | Saturated | 86.6% | 28 | 2026-09-12 | independent | Source ↗ |
| ComplexBench | Nearing Saturation | 61.3% | 80 | 2026-09-12 | independent | Source ↗ |
| CyberSecEval | Deprecated | 72.7% | 10 | 2026-09-12 | independent | Source ↗ |
| FireBench | Active | 62.8% | 95 | 2026-09-12 | independent | Source ↗ |
| FrontierCode | Active | 46.9% | 98 | 2026-09-12 | independent | Source ↗ |
| FrontierMath | Active | 22.1% | 98 | 2026-09-12 | independent | Source ↗ |
| GLUE | Saturated | 89.1% | 28 | 2026-09-12 | independent | Source ↗ |
| GPQA | Nearing Saturation | 74.8% | 78 | 2026-09-12 | independent | Source ↗ |
| GSM-Hard | Deprecated | 75.9% | 10 | 2026-09-12 | independent | Source ↗ |
| GSM8K | Saturated | 85.4% | 25 | 2026-09-12 | independent | Source ↗ |
| HumanEval | Saturated | 92.1% | 25 | 2026-09-12 | independent | Source ↗ |
| HumanEval+ | Saturated | 87.3% | 25 | 2026-09-12 | independent | Source ↗ |
| Humanity's Last Exam | Active | 36.3% | 93 | 2026-09-12 | independent | Source ↗ |
| IFEval | Deprecated | 73.3% | 25 | 2026-09-12 | independent | Source ↗ |
| InfiniteBench | Nearing Saturation | 72.3% | 65 | 2026-09-12 | independent | Source ↗ |
| LiveCodeBench | Saturated | 66.3% | 39 | 2026-09-12 | independent | Source ↗ |
| LongBench | Nearing Saturation | 73.1% | 65 | 2026-09-12 | independent | Source ↗ |
| LongBench-Pro | Active | 69.7% | 80 | 2026-09-12 | independent | Source ↗ |
| MATH | Saturated | 77.5% | 25 | 2026-09-12 | independent | Source ↗ |
| MathArena | Active | 63.3% | 99 | 2026-09-12 | independent | Source ↗ |
| MBPP+ | Nearing Saturation | 82.4% | 65 | 2026-09-12 | independent | Source ↗ |
| LiveBench (Continuous) | Active | 74.8% | 94 | 2025-02-01 | independent | Source ↗ |
Local Hardware Execution (Ollama)Hardware Compatible
# 1. Pull and execute model locally with Ollama
ollama run z-ai-glm-5-3-flashx
# 2. Or invoke via local OpenAI-compatible endpoint
curl http://localhost:11434/v1/chat/completions \
-H "Content-Type: application/json" \
-d '{
"model": "z-ai-glm-5-3-flashx",
"messages": [{"role": "user", "content": "Analyze reasoning chains on AIME 2026"}]
}'Evaluation & Sourcing Notes
Scores listed for Z.ai: GLM 5.3 FlashX represent verified evaluations extracted from official research papers, independent evaluation suites (HELM, LMSYS, OpenCompass, LiveBench), and verified audit reports.
All benchmarks marked as saturated or deprecated reflect historical performance where the benchmark no longer provides active discriminative power.