Update README.md

README.md

@@ -150,19 +150,19 @@ datasets.load_dataset("MU-NLPC/calc-math_qa", "original-splits")
 
 ## Atributes
 
-- `id` - id of the example
-- `question` - the description of a mathematical problem in natural language, and includes the options to be selected from
-- `chain` - solution in the form of step-by-step calculations encoded in simple html-like language. computed from `annotated_formula` column
-- `result` - the correct option
-- `result_float` - the result converted to a float
-- `question_without_options` - same as `question`, but does not contain the options
-- `options` - dictionary of options to choose from, one is correct, keys are "A".."E" 
-- `annotated_formula` - human-annotated nested expression that (approximately) evaluates to the selected correct answer
-- `linear_formula` - same as `annotated_formula`, but linearized by original math_qa authors
-- `rationale` - human-annotated free-text reasoning that leads to the correct answer
-- `category` - category of the math problem
+- **id** - id of the example
+- **question** - the description of a mathematical problem in natural language, and includes the options to be selected from
+- **chain** - solution in the form of step-by-step calculations encoded in simple html-like language. computed from `annotated_formula` column
+- **result** - the correct option
+- **result_float** - the result converted to a float
+- **question_without_options** - same as `question`, but does not contain the options
+- **options** - dictionary of options to choose from, one is correct, keys are "A".."E" 
+- **annotated_formula** - human-annotated nested expression that (approximately) evaluates to the selected correct answer
+- **linear_formula** - same as `annotated_formula`, but linearized by original math_qa authors
+- **rationale** - human-annotated free-text reasoning that leads to the correct answer
+- **category** - category of the math problem
 
-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).
 
 
 ## Sources
@@ -171,6 +171,15 @@ Attributes `id`, `question`, `chain`, and `result` are present in all datasets i
 - [official website](https://math-qa.github.io/)
 
 
+## 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 in our paper [Calc-X and 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
 
 Apache 2.0, consistently with the original dataset.