Qwen 3.8 27B Uncensored (Thinking)
This abliterated community variant of Qwen 3.8 27B removes safety Refusals from the weights, making it usable for security research and red-teaming — at an MMLU loss of around two points according to the developer. Locally operable under Apache-2.0, with a 262,000-token context and image and video input.
- Open Weights
- Workstation
- vLLM
- Text
- Uncensored
- Vision
- Unusable
Sovereign Risk: MEDIUM The base weights originate from Alibaba in China, which represents a provenance and supply-chain risk for regulated environments. This card, however, describes a locally operated, Apache-2.0-based OrcaRouter derivative variant with abliterated weights and NVFP4/FP8 quantization. Without cloud egress, the practical risk is lower than with API usage, but remains moderate due to the Chinese provenance and community modification.
Key metrics
Score · Latency · Cost · Quality
- Total Score Silver
- 79.65
- Routine
- 48.16
- Reasoning
- 31.48
- LLM Judge Avg
- 4.07 / 5
- 100 Coverage
- Avg Task Duration
- 129.88s
- Unusable
- Token Rate
- 16.56tok/s
- Output Rate
- P95 Latency
- 315.76s
- Top 5 %
- Total Tokens
- 135300
- Output Volume
- Cost per 1K
- $0
- USD / 1K Requests
- Benchmark Cost
- $0
- Total · 135300 tok
Benchmark modules
10 modules · weighted · vs. model median & top performer
Token efficiency & latency
Consumption per module vs. model median
Token consumption per module
Performance profile
Key metrics – legend
Score
- Total Score
- Overall score derived from Routine and Reasoning scores. Basis for the fleet rank and tier assignment (Gold / Silver / Bronze / Standard).
- Routine
- Score for standard tasks: code generation, text transformation, structured outputs. Weighted by task complexity.
- Reasoning
- Score for analytical and logical tasks: multi-step problem solving, mathematical reasoning, structured argumentation.
- Rank
- Position in the fleet comparison, sorted by Total Score. Refers to the snapshot at the time of testing.
LLM Judge
- LLM Judge Ø
- Average quality rating by an independent judge model on a scale of 1–5.
- Coverage
- Share of tasks for which a judge rating is available. 100% means all responses were evaluated.
Latency & speed
- Avg. Task Duration
- Average time per task from the first to the last token of the response, measured across all benchmark tasks.
- Token Rate
- Output speed in tokens per second. Relevant for interactive applications and real-time streaming.
- P95 Latency
- 95th percentile of response times — shows outliers. Lower values mean fewer long wait times in edge cases.
Cost
- Cost per 1K
- API price per 1,000 output tokens in US dollars. Basis for cost calculation in production use.
- Benchmark Cost
- Total cost for the complete benchmark run of this model.