Update README.md

README.md

@@ -84,7 +84,7 @@ configs:
 This dataset is an instance of Ape210K dataset, converted to a simple HTML-like language that can be easily parsed (e.g. by BeautifulSoup). The data contains 3 types of tags:
 - gadget: A tag whose content is intended to be evaluated by calling an external tool (sympy-based calculator in this case)
 - output: An output of the external tool
-- result: The final answer of the mathematical problem (a number)
+- result: The final answer to the mathematical problem (a number)
 
 
 ## Supported Tasks
@@ -105,7 +105,7 @@ 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).
 
 
-## Data features
+## 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
@@ -115,7 +115,7 @@ You can read more information about this process in our [Calc-X paper](https://a
 - `result_float` - result as a float
 - `equation` - a nested expression that evaluates to the correct answer
 
-Columns `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).
 
 
 
@@ -143,14 +143,14 @@ MIT, consistently with the original dataset.
 
 ## Cite
 
-If you use this version of the dataset in research, please cite the [original Ape210k paper](https://arxiv.org/abs/2009.11506), and [Calc-X paper](https://arxiv.org/abs/2305.15017) as follows:
+If you use this version of the dataset in research, please cite the [original Ape210k paper](https://arxiv.org/abs/2009.11506), and the [Calc-X paper](https://arxiv.org/abs/2305.15017) as follows:
 
 ```bibtex
 @inproceedings{kadlcik-etal-2023-soft,
     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",