| --- |
| license: cc-by-4.0 |
| task_categories: |
| - text-classification |
| language: |
| - en |
| tags: |
| - academic |
| - science |
| - scholarly |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-* |
| - split: validation |
| path: data/validation-* |
| - split: test |
| path: data/test-* |
| dataset_info: |
| features: |
| - name: text |
| dtype: string |
| - name: label |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 333753432 |
| num_examples: 98748 |
| - name: validation |
| num_bytes: 67498634 |
| num_examples: 19747 |
| - name: test |
| num_bytes: 44321798 |
| num_examples: 13171 |
| download_size: 242228942 |
| dataset_size: 445573864 |
| size_categories: |
| - 100K<n<1M |
| --- |
| |
| # Dataset for Classification of Sections 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 | |
