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--- |
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license: cc-by-4.0 |
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task_categories: |
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- text-classification |
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language: |
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- en |
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tags: |
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- academic |
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- science |
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- scholarly |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: validation |
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path: data/validation-* |
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- split: test |
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path: data/test-* |
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dataset_info: |
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features: |
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- name: text |
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dtype: string |
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- name: label |
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dtype: int64 |
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splits: |
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- name: train |
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num_bytes: 333753432 |
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num_examples: 98748 |
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- name: validation |
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num_bytes: 67498634 |
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num_examples: 19747 |
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- name: test |
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num_bytes: 44321798 |
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num_examples: 13171 |
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download_size: 242228942 |
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dataset_size: 445573864 |
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size_categories: |
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- 100K<n<1M |
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--- |
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# Dataset for Classification of Sections of Academic Papers |
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A dataset mapping sections of academic papers to one of the following section types: |
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0: Introduction \ |
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1: Background \ |
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2: Methodology \ |
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3: Experiments and Results \ |
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4: Conclusion |
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The dataset was collected by taking the [GROBID](https://github.com/kermitt2/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: |
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| Section Type | Synonyms | |
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|------------|------------| |
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| Introduction | Introduction | |
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| Background | Background <br> Related Work <br> Historical Review | |
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| Methodology | Methodology <br> Method <br> Algorithm <br> Properties | |
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| Experiments and Resutls | Experiments <br> Results <br> Experimental Design <br> Empirical Evaluation <br> Experiments and Analysis <br> Ablation Studies <br> Evaluation | |
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| Conclusion | Conclusion <br> Conclusion & Discussion <br> Discussion and Conclusions <br> Conclusion and Outlook <br> Further Work <br> Discussions and Future Directions | |
