Update README.md

README.md

@@ -31,6 +31,55 @@ Just like my teacher gave me homework, i thought maybe we can also add some of t
 
 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
 
+## Does it Works?
+### 34BEAGLES Evaluation:
+```
+hf (pretrained=/data/models/UNA-34Beagles-v1-final,dtype=bfloat16,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: None, batch_size: auto (8)
+|    Tasks     |Version|Filter|n-shot| Metric |Value |   |Stderr|
+|--------------|-------|------|-----:|--------|-----:|---|-----:|
+|arc_challenge |Yaml   |none  |    25|acc     |0.7039|±  |0.0133|
+|              |       |none  |    25|acc_norm|0.7321|±  |0.0129|
+|truthfulqa_mc2|Yaml   |none  |     0|acc     |0.7387|±  |0.0141|
+
+hf (pretrained=/data/models/UNA-34Beagles-v1-final,dtype=bfloat16,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: None, batch_size: auto
+|Tasks|Version|  Filter  |n-shot|  Metric   |Value |   |Stderr|
+|-----|-------|----------|-----:|-----------|-----:|---|-----:|
+|gsm8k|Yaml   |get-answer|     5|exact_match|0.6399|±  |0.0132|
+
+|      Groups      |Version|Filter|n-shot|Metric|Value |   |Stderr|
+|------------------|-------|------|-----:|------|-----:|---|-----:|
+|mmlu              |N/A    |none  |     0|acc   |0.7477|±  |0.1079|
+| - humanities     |N/A    |none  |     0|acc   |0.7188|±  |0.0855|
+| - other          |N/A    |none  |     0|acc   |0.7950|±  |0.1057|
+| - social_sciences|N/A    |none  |     0|acc   |0.8297|±  |0.0664|
+| - stem           |N/A    |none  |     0|acc   |0.6641|±  |0.1291|
+```
+
+### 34BEAGLES-MATH Evaluation
+```
+hf (pretrained=/data/models/34BeaglesMath-v1,dtype=bfloat16,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: None, batch_size: auto
+|Tasks|Version|  Filter  |n-shot|  Metric   |Value |   |Stderr|
+|-----|-------|----------|-----:|-----------|-----:|---|-----:|
+|gsm8k|Yaml   |get-answer|     5|exact_match|0.6505|±  |0.0131|
+
+hf (pretrained=/data/models/34BeaglesMath-v1,dtype=bfloat16,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: None, batch_size: auto (8)
+|    Tasks     |Version|Filter|n-shot| Metric |Value |   |Stderr|
+|--------------|-------|------|-----:|--------|-----:|---|-----:|
+|arc_challenge |Yaml   |none  |    25|acc     |0.7090|±  |0.0133|
+|              |       |none  |    25|acc_norm|0.7329|±  |0.0129|
+|truthfulqa_mc2|Yaml   |none  |     0|acc     |0.7378|±  |0.0141|
+
+|      Groups      |Version|Filter|n-shot|Metric|Value |   |Stderr|
+|------------------|-------|------|-----:|------|-----:|---|-----:|
+|mmlu              |N/A    |none  |     0|acc   |0.7524|±  |0.1045|
+| - humanities     |N/A    |none  |     0|acc   |0.7307|±  |0.0846|
+| - other          |N/A    |none  |     0|acc   |0.7937|±  |0.1029|
+| - social_sciences|N/A    |none  |     0|acc   |0.8274|±  |0.0667|
+| - 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 :)
+
 Note to contributors:
 **thank you to those contributing on the experiment with beautiful commits and good spirit**
 * The model needs some splits
@@ -39,10 +88,23 @@ Note to contributors:
 * 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
+```
 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.
+```
 
+## Citations
 If you use Simple Math o train your model, please cite on the modelcard or the paper.
-Thank you
+
+```
+@misc{simplemath,
+  title={Simple-Math: 2+2=4 4-1=3}, 
+  author={Xavier Murias},
+  year={2024},
+  publisher = {Juanako.AI},
+  journal = {HuggingFace repository},
+  howpublished = {\url{https://huggingface.co/datasets/fblgit/simple-math}},
+}
+```