UNIMATRIx - The standard v1 first benchmarks
Many single-answer benchmarks are crap at evaluating agents. In thestandard-v1 recipe of UNIMATRIx every decision changes a world that keeps moving. And this is a good measure of what a model is capable of.
In UNIMATRIx each LLM are tested in eight domains: forecasting, negotiation, cooperation, shared resources, relationships, delegation, knowledge and recovery.
Each case produces three event-derived normalized metrics. The case points are calculated with this formula:
case points = max(0, 100 ร (model outcome โ passive) / (anchor โ passive))
A first session of menchmarking#
To extract the first bunch of benchmark, I used four models in parallel on the same LM Studio instance, temperature 0, inference seed 42.
| Model | Quantization | Points |
|---|---|---|
| Qwen3.8 2B | BF16 | 29.81 |
| Phi-4 Mini Reasoning 3B | Q4KM | 7.03 |
| Qwen2.5 0.5B Instruct | Q8_0 | 1.08 |
| LFM2.5 1.2B | Q8_0 | 0.00 |
On gslf.it all the table with this results.