Model benchmarks
Nex-N2.5-mini-IQ3_XXS local LLM performance
As of October 2026, Nex-N2.5-mini-IQ3_XXS runs at up to 81.2 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
Unknown
Peak speed
81.2 tok/s
Average speed
80.4 tok/s
Avg PP
867.8 tok/s
Min memory
16.4 GB
Max context
131,072 tokens
Avg output / run
41,360 tokens
Avg runtime / run
8m 54s
Avg quality
82.9
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 | 82.9 | 82.9 | 83.0 |
| Agent Workflow | 89.3 | 89.7 | 90.2 |
| Code Generation | 80.2 | 82.6 | 84.9 |
| Role Play & Narrative | 78.2 | 79.7 | 81.1 |
| Research & Analysis | 76.3 | 79.8 | 83.3 |
Performance by hardware and tool
Every hardware/tool/quantization combination Nex-N2.5-mini-IQ3_XXS 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 |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 5060 | llama.cpp | — | 81.2 tok/s | 80.4 tok/s | 16.4 GB | 131,072 tokens | 82.9 | 2 |
Benchmark runs
All 2 Nex-N2.5-mini-IQ3_XXS runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is Nex-N2.5-mini-IQ3_XXS good for coding?
- In our benchmarks, Nex-N2.5-mini-IQ3_XXS scores 82.6/100 for coding, among the top 2 for coding on consumer hardware (≤24 GB VRAM). It runs at about 80.4 tok/s, so if you want more speed, Tiel-Coder-35B-A3B-MLX-oQ4e is faster (~107.9 tok/s) and still scores well for coding (81.5/100).
- Is Nex-N2.5-mini-IQ3_XXS good for agentic (tool-using) tasks?
- In our benchmarks, Nex-N2.5-mini-IQ3_XXS scores 89.7/100 for agentic workflows. It runs at about 80.4 tok/s, so if you want more speed, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS is faster (~96.9 tok/s) and still scores well for agentic workflows (88.9/100).
- How fast is Nex-N2.5-mini-IQ3_XXS for local inference?
- Across 2 community benchmark runs, Nex-N2.5-mini-IQ3_XXS reaches up to 81.2 tok/s and averages 80.4 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.
- How much memory does Nex-N2.5-mini-IQ3_XXS need?
- The leanest observed configuration used about 16.4 GB of memory.
- Which tools have been used to run Nex-N2.5-mini-IQ3_XXS?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.