Update README.md

README.md

@@ -92,10 +92,13 @@ The answers in the original dataset were in a structured but non-standard format
 were evaluated using a sympy-based calculator, the outputs were checked to be consistent with the intermediate results and exported
 into a simple html-like language that BeautifulSoup can parse.
 
+We also perform in-dataset and cross-dataset data-leak detection within the [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483)
+However, in case of gsm8k, we found no data leaks and removed no examples from the data.
+
 
 ## Content and Data splits
 
-For convenience, we created a validation set by sampling 200 random examples from the original train split. You can load this using:
+For convenience, we created a validation set by sampling 200 random examples from the original train split. This is the default variant:
 
 ```python3
 datasets.load_dataset("MU-NLPC/Calc-gsm8k")
@@ -110,6 +113,24 @@ datasets.load_dataset("MU-NLPC/Calc-gsm8k", "original-splits")
 For more info about the content of the dataset, see [gsm8k HF dataset](https://huggingface.co/datasets/gsm8k) and the [official repository](https://github.com/openai/grade-school-math).
 
 
+
+## Related work
+
+This dataset was created as a part of a larger effort in training models capable of using a calculator during inference, which we call Calcformers.
+
+- [**Calc-X collection**](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483) - datasets for training Calcformers
+- [**Calcformers collection**](https://huggingface.co/collections/MU-NLPC/calcformers-65367392badc497807b3caf5) - calculator-using models we trained and published on HF
+- [**Calc-X and Calcformers paper**](https://arxiv.org/abs/2305.15017)
+- [**Calc-X and Calcformers repo**](https://github.com/prompteus/calc-x)
+
+Here are links to the original dataset:
+
+- [**original gsm8k dataset**](https://huggingface.co/datasets/gsm8k)
+- [**original gsm8k paper**](https://arxiv.org/abs/2110.14168)
+- [**original gsm8k repo**](https://github.com/openai/grade-school-math)
+
+
+
 ## Licence
 
 MIT, consistently with the original dataset.
@@ -124,7 +145,7 @@ If you use this version of the dataset in research, please cite the [original GS
     title = "Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems",
     author = "Marek Kadlčík and Michal Štefánik and Ondřej Sotolář and Vlastimil Martinek",
     booktitle = "Proceedings of the The 2023 Conference on Empirical Methods in Natural Language Processing: Main track",
-    month = december,
+    month = dec,
     year = "2023",
     address = "Singapore, Singapore",
     publisher = "Association for Computational Linguistics",