Upload README.md with huggingface_hub

README.md

@@ -111,24 +111,41 @@ These compressed representations are highly sensitive to quantization noise. NVI
 
 ## Evaluation
 
-MMLU-Pro results by category:
-
-| Category | Accuracy |
-|----------|----------|
-| Biology | 47.42% |
-| Psychology | 42.48% |
-| Health | 34.84% |
-| Economics | 34.48% |
-| History | 30.71% |
-| Philosophy | 30.06% |
-| Other | 25.87% |
-| Computer Science | 21.46% |
-| Business | 16.98% |
-| Law | 16.35% |
-| Physics | 14.70% |
-| Math | 14.29% |
-| Engineering | 14.04% |
-| Chemistry | 13.34% |
+### MMLU-Pro Overall Results
+
+| Model | Accuracy | Correct | Total |
+|-------|----------|---------|-------|
+| **BF16 (baseline)** | **24.83%** | 2988 | 12032 |
+| **NVFP4 (this model)** | **23.55%** | 2834 | 12032 |
+| **Difference** | **-1.28%** | -154 | - |
+
+### MMLU-Pro by Category
+
+| Category | BF16 | NVFP4 | Difference |
+|----------|------|-------|------------|
+| Social Sciences | 32.70% | 31.43% | -1.27% |
+| Other | 31.57% | 30.08% | -1.49% |
+| Humanities | 23.78% | 22.56% | -1.22% |
+| STEM | 19.94% | 18.70% | -1.24% |
+
+### MMLU-Pro by Subject
+
+| Subject | BF16 | NVFP4 | Difference |
+|---------|------|-------|------------|
+| Biology | 50.35% | 47.42% | -2.93% |
+| Psychology | 44.99% | 42.48% | -2.51% |
+| Economics | 36.37% | 34.48% | -1.89% |
+| Health | 35.21% | 34.84% | -0.37% |
+| History | 33.60% | 30.71% | -2.89% |
+| Philosophy | 31.46% | 30.06% | -1.40% |
+| Other | 28.35% | 25.87% | -2.48% |
+| Computer Science | 26.10% | 21.46% | -4.64% |
+| Business | 16.35% | 16.98% | +0.63% |
+| Law | 16.89% | 16.35% | -0.54% |
+| Engineering | 16.00% | 14.04% | -1.96% |
+| Physics | 15.32% | 14.70% | -0.62% |
+| Math | 14.06% | 14.29% | +0.23% |
+| Chemistry | 14.13% | 13.34% | -0.79% |
 
 ## Citation