Update README.md

README.md

@@ -107,15 +107,15 @@ You can read more information about this process in our [Calc-X paper](https://a
 
 ## Attributes
 
-- `id` - id of the example
-- `question` - the description of the math problem. Automatically translated from the `question_chinese` column into English using Google Translate
-- `question_chinese` - description of the math problem in Chinese
-- `chain` - linearized `equation`, sequence of arithmetic steps in HTML-like language that can be evaluated using our sympy-based calculator
-- `result` - result as a string (can be an integer, float, or a fraction)
-- `result_float` - result as a float
-- `equation` - a nested expression that evaluates to the correct answer
+- **id** - id of the example
+- **question** - the description of the math problem. Automatically translated from the `question_chinese` column into English using Google Translate
+- **question_chinese** - the original description of the math problem in Chinese
+- **chain** - linearized `equation`, sequence of arithmetic steps in HTML-like language that can be evaluated using our sympy-based calculator
+- **result** - result as a string (can be an integer, float, or a fraction)
+- **result_float** - result, converted to a float
+- **equation** - a nested expression that evaluates to the correct answer
 
-Attributes `id`, `question`, `chain`, and `result` are present in all datasets in [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483).
+Attributes **id**, **question**, **chain**, and **result** are present in all datasets in [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483).
 
 
 
@@ -136,6 +136,14 @@ datasets.load_dataset("MU-NLPC/calc-ape210k", "original-splits")
 ```
 
 
+## Related work
+
+This dataset was created as a part of a larger effort in training models capable of using a calculator during inference.
+You can read more about our work in our paper [Calc-X anc Calcformers](https://arxiv.org/abs/2305.15017).
+We have released a collection of datasets on solving math problems with calculator interactions on HuggingFace called [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483).
+We have also trained and published several T5-based models  that use calculator during inference to perform arithmetics correctly, which we call [Calcformers](https://huggingface.co/collections/MU-NLPC/calcformers-65367392badc497807b3caf5).
+
+
 ## Licence
 
 MIT, consistently with the original dataset.