DeepSeek R1 Distill Qwen 14B
The strongest variant in the DeepSeek-R1-Distill line: DeepSeek-R1-Distill-Qwen-14B brings 14.8B dense parameters on a Qwen-2.5-14B base with full R1 reasoning structures into the Desktop range. 128,000 tokens of context, MIT license, locally as Unsloth-GGUF — the reasoning compromise between Edge suitability and Workstation capacity.
- Open Weights
- Desktop
- llama.cpp
- Text
- Instruction-Tuned
- Unusable
Sovereign Risk: MEDIUM DeepSeek is the original provider of the R1-Distill line; the 14B model was distilled from DeepSeek-R1 reasoning traces onto a Qwen2.5-14B backbone. The local Unsloth GGUF distribution minimizes operational risk in offline deployments, but the Chinese origin of the base provider and the distillation chain keep supply-chain risk at a moderate level.
Key metrics
Score · Latency · Cost · Quality
- Total Score Bronze
- 58.27
- Routine
- 37.16
- Reasoning
- 21.11
- LLM Judge Avg
- 2.55 / 5
- 100 Coverage
- Avg Task Duration
- 126.66s
- Unusable
- Token Rate
- 15.01tok/s
- Output Rate
- P95 Latency
- 159.69s
- Top 5 %
- Total Tokens
- 100500
- Output Volume
- Cost per 1K
- $0
- USD / 1K Requests
- Benchmark Cost
- $0
- Total · 100500 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.