Update README.md

README.md

@@ -5,6 +5,63 @@ base_model:
 pipeline_tag: zero-shot-classification
 ---
 
+# Updated again - Spark has variants.
+
+It works boys n grills. We have a micro-sized geometric ViT model that works.
+
+
+```TEXT
+Model Configuration:
+  Internal dim: 100
+  Vocab dim: 100
+  Num classes: 100
+  Crystal shape: torch.Size([100, 5, 100])
+Evaluating: 100%|██████████| 100/100 [00:02<00:00, 37.96it/s]
+
+================================================================================
+EVALUATION RESULTS
+================================================================================
+
+Overall Accuracy: 53.50%
+Auxiliary Head Accuracy: 52.97%
+
+Top 10 Classes:
+Class                Acc%     Conf     GeoAlign   CrystalNorm 
+----------------------------------------------------------------------
+wardrobe               87.0   0.703     0.829       0.308
+orange                 84.0   0.708     0.839       0.298
+road                   84.0   0.772     0.626       0.327
+sunflower              84.0   0.749     0.756       0.260
+plain                  80.0   0.692     0.763       0.306
+skyscraper             80.0   0.669     0.631       0.255
+apple                  78.0   0.681     0.821       0.275
+cloud                  77.0   0.725     0.758       0.267
+aquarium_fish          75.0   0.606     0.473       0.266
+chair                  73.0   0.709     0.696       0.279
+
+Bottom 10 Classes:
+Class                Acc%     Conf     GeoAlign   CrystalNorm 
+----------------------------------------------------------------------
+kangaroo               33.0   0.434     0.601       0.316
+man                    33.0   0.461     0.554       0.321
+squirrel               33.0   0.479     0.538       0.274
+woman                  33.0   0.399     0.576       0.289
+boy                    31.0   0.465     0.573       0.299
+bus                    31.0   0.526     0.694       0.298
+possum                 31.0   0.486     0.619       0.284
+lizard                 28.0   0.432     0.452       0.274
+crocodile              25.0   0.408     0.481       0.310
+seal                   25.0   0.441     0.475       0.325
+
+Correlations with Accuracy:
+  Geometric Alignment: 0.493
+  Crystal Norm: -0.210
+  Vertex Variance: -0.194
+```
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/G3cnwQ93wGEjgKdtrnPWe.png)
+
+
+
 # Updated - Spark works.
 
 max-vit-goliath-spark is essentially a 300k param vit that can handle nearly identical accuracy as the larger model with a shockingly robust utility of the features.