Update README.md

README.md

@@ -31,7 +31,7 @@ dataset_info:
     num_bytes: 1140631.4
     num_examples: 25000
   download_size: 27928049
-  dataset_size: 35294604.0
+  dataset_size: 35294604
 configs:
 - config_name: default
   data_files:
@@ -41,13 +41,23 @@ configs:
     path: data/test-*
 tags:
 - math
+- finance
+license: cc-by-nc-nd-4.0
+task_categories:
+- text-generation
+- question-answering
+pretty_name: Simple Math
+size_categories:
+- 100K<n<1M
 ---
 
 # Simple Math
 
 Just like my teacher gave me homework, i thought maybe we can also add some of these basics on the trainings of our models.
 
-It was created with very simple code that is in the repo, if you add more complex operations and so.. please share the code :D thank you
+It was created with very simple code that is in the repo, if you add more complex operations and so.. **please share the code** :D thank you
+
+Current Code Version: 20240127.fblgit (A modification over @win10 for progressive and DPO operation)
 
 ## Does it Works?
 ### 34BEAGLES Evaluation:
@@ -96,19 +106,23 @@ hf (pretrained=/data/models/34BeaglesMath-v1,dtype=bfloat16,trust_remote_code=Tr
 | - stem           |N/A    |none  |     0|acc   |0.6708|±  |0.1236|
 ```
 
-I think it works. Not too difficult, not too easy, as a curriculum works well :)
+But it gets better, because when increasing length and complexity, the marks are even superior:
+```
+|Tasks|Version|  Filter  |n-shot|  Metric   |Value |   |Stderr|
+|-----|-------|----------|-----:|-----------|-----:|---|-----:|
+|gsm8k|Yaml   |get-answer|     5|exact_match|0.6611|±  | 0.013|
+```
+On a 3.20% GSM Improvement compared to its base model.
 
-Note to contributors:
+## Note to contributors:
 **thank you to those contributing on the experiment with beautiful commits and good spirit**
-* The model needs some splits
-* The complexity has to be gradual as show in experiments
+
 * Feel free to contribute on the readme Evaluation tests.
 * Lets aim to build an ablation & paper together. All contributors will be cited.
-* Add your log entry on the version so we can keep a track, thanks.
-
 
 ## Versions
 ```
+27.01.24 Added new code to generate the dataset, seed 42 and now also generates DPO.
 24.01.24 Added gradual complexity on a separate script
 20-23.01.24 Multiple contributions with operations and increased complexity on the main generator script.
 ```