Model benchmarks
Qwen-AgentWorld-35B-A3B-UD-Q4_K_S local LLM performance
As of October 2026, Qwen-AgentWorld-35B-A3B-UD-Q4_K_S runs at up to 16.8 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
16.8 tok/s
Average speed
14.1 tok/s
Avg PP
62.4 tok/s
Min memory
n/a
Max context
260,000 tokens
Avg output / run
27,361 tokens
Avg runtime / run
32m 58s
Avg quality
76.4
Benchmark runs
2
GPUs tested
1
Quality by task
Average LLM-judged quality (0–100) with the run-to-run spread shown as a P5–P95 band, overall and for each benchmark task, across all 2 runs. The low and high columns show how much the judge’s score varies between runs, and need at least two runs to display.
| Task | P5 (low) | Avg | P95 (high) |
|---|---|---|---|
| Overall | 74.1 | 76.4 | 78.8 |
| Agent Workflow | 60.4 | 67.5 | 74.5 |
| Code Generation | 71.6 | 71.8 | 72.0 |
| Role Play & Narrative | 81.7 | 84.9 | 88.0 |
| Research & Analysis | 80.5 | 81.6 | 82.7 |
Performance by hardware and tool
Every hardware/tool/quantization combination Qwen-AgentWorld-35B-A3B-UD-Q4_K_S has been benchmarked on, ranked by peak token generation speed. Last updated October 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| Intel Graphics | llama.cpp | Q4_K_S | 16.8 tok/s | 14.1 tok/s | n/a | 260,000 tokens | 76.4 | 2 |
Benchmark runs
All 2 Qwen-AgentWorld-35B-A3B-UD-Q4_K_S runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is Qwen-AgentWorld-35B-A3B-UD-Q4_K_S good for coding?
- In our benchmarks, Qwen-AgentWorld-35B-A3B-UD-Q4_K_S scores 71.8/100 for coding. It runs at about 14.1 tok/s, so if you want more speed, IsValorum/Nex-N2.5-mini-APEX-I-MiniPlus-V2.1-GGUF:1 is faster (~25.7 tok/s) and still scores well for coding (85.0/100).
- Is Qwen-AgentWorld-35B-A3B-UD-Q4_K_S good for agentic (tool-using) tasks?
- In our benchmarks, Qwen-AgentWorld-35B-A3B-UD-Q4_K_S scores 67.5/100 for agentic workflows. It runs at about 14.1 tok/s, so if you want more speed, granite-4.2-8b-Q4_K_L is faster (~71.6 tok/s) and still scores well for agentic workflows (92.9/100).
- How fast is Qwen-AgentWorld-35B-A3B-UD-Q4_K_S for local inference?
- Across 2 community benchmark runs, Qwen-AgentWorld-35B-A3B-UD-Q4_K_S reaches up to 16.8 tok/s and averages 14.1 tok/s, with the fastest results on Intel Graphics.
- Which tools have been used to run Qwen-AgentWorld-35B-A3B-UD-Q4_K_S?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.