adding rt and info theory stuf

Author: cactuskid

.gitignore

@@ -20,6 +20,8 @@ parts/
 sdist/
 var/
 wheels/
+benchmark_output/
+families/
 *.egg-info/
 .installed.cfg
 *.egg

benchmark_configs/config_10_embeddings.yaml

@@ -33,7 +33,7 @@ overwrite : false
 
 # Encoder Configuration
 EMA: true
-
+use_uncertainty_weighting: true
 # Commitment cost scheduling - THE FOCUS OF THIS CONFIG
 commitment_cost: 0.90  # Final commitment cost (high value for strong regularization)
 use_commitment_scheduling: true  # Enable scheduling