Model benchmarks
Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL local LLM performance
As of October 2026, Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL runs at up to 19.1 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
19.1 tok/s
Average speed
19.0 tok/s
Avg PP
98.3 tok/s
Min memory
n/a
Max context
160,000 tokens
Avg output / run
37,565 tokens
Avg runtime / run
33m 45s
Avg quality
75.0
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 | 73.5 | 75.0 | 76.4 |
| Agent Workflow | 65.5 | 70.4 | 75.2 |
| Code Generation | 53.2 | 59.1 | 65.0 |
| Role Play & Narrative | 83.7 | 86.7 | 89.7 |
| Research & Analysis | 82.0 | 83.7 | 85.4 |
Performance by hardware and tool
Every hardware/tool/quantization combination Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL 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 | 19.1 tok/s | 19.0 tok/s | n/a | 160,000 tokens | 75.0 | 2 |
Benchmark runs
All 2 Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL 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_XL good for coding?
- In our benchmarks, Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL scores 59.1/100 for coding. It runs at about 19.0 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_XL good for agentic (tool-using) tasks?
- In our benchmarks, Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL scores 70.4/100 for agentic workflows. It runs at about 19.0 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_XL for local inference?
- Across 2 community benchmark runs, Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL reaches up to 19.1 tok/s and averages 19.0 tok/s, with the fastest results on Intel Graphics.
- Which tools have been used to run Qwen-AgentWorld-35B-A3B-UD-Q4_K_XL?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.