Update README.md

README.md

@@ -8,4 +8,25 @@ tags:
 - academic
 - science
 - scholarly
----
+---
+
+# Dataset for Classification of Paragraphs of Academic Papers
+
+A dataset mapping sections of academic papers to one of the following section types:
+
+0: Introduction
+1: Background
+2: Methodology
+3: Experiments and Results
+4: Conclusion
+
+
+The dataset was collected by taking the GROBID parses of academic papers in the [ACL-OCL](https://huggingface.co/datasets/WINGNUS/ACL-OCL/tree/main) dataset and matching the section headings to one of the synonyms of each section type. Sections that did not have a match were disregarded. The following synonyms are used:
+
+| Section Type | Synonyms |
+|------------|------------|
+| Introduction | Introduction |
+| Background | Background <br> Related Work <br> Historical Review |
+| Methodology | Methodology <br> Method <br> Algorithm <br> Properties |
+| Experiments and Resutls | Experiments <br> Results <br> Experimental Design <br> Empirical Evaluation <br> Experiments and Analysis <br> Ablation Studies <br> Evaluation |
+| Conclusion | Conclusion <br> Conclusion & Discussion <br> Discussion and Conclusions <br> Conclusion and Outlook <br> Further Work <br> Discussions and Future Directions |