Z.ai · Open weights
GLM 5.3 Flash Uncensored
GLM 5.3 Flash Uncensored is an uncensored fine-tune of the efficient 320B mixture-of-experts reasoning model with provider-dependent vision support, built for unrestricted chat, creative writing, coding, agentic work, tool use, and long-context tasks.
- Reasoning
- Tools
- Vision
- Structured output
- Input
- Text, Images
- Output
- Text
- Reasoning effort
- low · high
- Discovery tier
- Open weights
Pricing
USD per 1M tokens- Input
- $0.20
- Output
- $0.80
- Cache read
- $0.07
Reference prices as published by the model provider. API example
Specifications
- Context window
- 1M
- Max output
- 32.8K
- Average output (7 days)
- 692 tokens
- Longer than 61% of 468 models
Side by side
GLM 5.3 Flash Uncensored compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| GLM 5.3 Flash UncensoredZ.aiThis model | GLM 5.3 TEEZ.aiRemove | |
|---|---|---|
| Provider | Z.ai | Z.ai |
| Discovery tier | Open weights | Open weights |
| Added | Jul 29, 2026 | Aug 31, 2026 |
| Limits | ||
| Context window | 1.05M | 1.05M |
| Max output | 32.77K | 131.07KBest |
| Average output | 692 tokens | 1.2K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $0.20Best | $1.40 |
| Output | $0.80Best | $4.40 |
| Cache read | $0.07Best | $0.26 |
| Performance | ||
| Throughput | 212.0 tok/sBest | 38.5 tok/s |
| Time to first token | 2.1 sBest | 4.4 s |
| Request success (24h) | 99.8%Best | 99.7% |
| Benchmark indexes | ||
| Intelligence Index | — | 44.8 |
| Coding Index | — | 74.8 |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | No |
| Structured output | Yes | Yes |
| Parallel tools | No | Yes |
| Reasoning effort | low, high | low, high, max |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- GLM 5.3 Flash Uncensored
- GLM 5.3 TEE
Intelligence Index
- GLM 5.3 Flash Uncensored—
- GLM 5.3 TEE44.8
Indexes
Coding Index
Composite of the coding evaluations
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 74.8
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 62.2%
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 29.4%
Harvey LAB-AAv1.1
Legal tasks passed in full, with no material hallucination
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 0.3%
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 1,505 Elo
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 1,649 Elo
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 11.2%
AA-LCRv1.1
Reasoning across long documents
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 79.7%
MLCR-AA
Long-context reasoning over medical records
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 17.2%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 42.3%
GPQA Diamond
Graduate-level science questions
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 91.7%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 41.9%
SciCode
Scientific computing in Python
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 59.0%
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- GLM 5.3 Flash Uncensored: —
- GLM 5.3 TEE: 79.7%
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
- GLM 5.3 Flash Uncensored
- GLM 5.3 TEE
| Leaderboard | GLM 5.3 Flash Uncensored | GLM 5.3 TEE |
|---|---|---|
| Combined | #17 · 8.5% | Not in top 20 |
Ranks among Noumen catalog models on Combined leaderboards. Only top-20 placements are listed.
- GLM 5.3 Flash Uncensored
- GLM 5.3 TEE
| Leaderboard | GLM 5.3 Flash Uncensored | GLM 5.3 TEE |
|---|---|---|
| Usage Share | #3 · 7.3% | Not in top 20 |
Ranks among Noumen catalog models on Usage leaderboards. Only top-20 placements are listed.
Live routing data
Performance and reliability
Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.
- Throughput
- 212.0 tok/s
- Faster than 85% of 254 models
- Time to first token
- 2.1 s
- Quicker than 77% of 254 models
- Prompt cache hits
- 92.7%
- About $0.0795 per 1M input tokens with caching
- Request success (24h)
- 99.8%
- Reliable
Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.
- Healthy (98% or more)
- Degraded (90–98%)
- Down (under 90%)
- No requests
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "z-ai/glm-5.3-flash-uncensored",
"reasoning_effort": "low",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="z-ai/glm-5.3-flash-uncensored",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Z.ai
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