Update README.md

README.md

@@ -105,20 +105,6 @@ Specifically for Ape210k, we removed parts of the validation and test split, wit
 You can read more information about this process in our [Calc-X paper](https://arxiv.org/abs/2305.15017).
 
 
-## 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** - 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).
-
-
-
 ## Data splits
 
 The default config contains filtered splits with data leaks removed.
@@ -136,12 +122,34 @@ datasets.load_dataset("MU-NLPC/calc-ape210k", "original-splits")
 ```
 
 
+## 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** - 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).
+
+
+
 ## 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).
+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 Ape210k dataset and repo**](https://github.com/Chenny0808/ape210k)
+- [**original Ape210k paper**](https://arxiv.org/abs/2009.11506)
+
 
 
 ## Licence