地球资源数据云——数据资源详情
NLP论文研究人员
该数据集《NLP Paper Researchers》主要用于监督学习任务，数据形态以文本为主。 题目说明：NLP paper researchers scraped from arxiv.org 任务类型：文本监督学习。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：arxiv_nlp_researchers_scrape.csv, authors_info.csv, researcher_network.csv。 As I have mentioned in the Collection Methodology I have put together this dataset by scraping papers with the keyword natural language processing from arxiv.org. There are currently three distinct files. Files arxiv\_nlp\_researchers\_scrape.csv The core file of interest. Includes paper titles, authors, abstract and submitted_date. authors\_info.csv Data on general info of authors. Here we have their institute/work as well as research_area. researcher\_network.csv Data on who knows/worked with who. Interesting for looking at authors' network.
摘要概览
该数据集《NLP Paper Researchers》主要用于监督学习任务，数据形态以文本为主。 题目说明：NLP paper researchers scraped from arxiv.org
任务类型：文本监督学习。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：arxiv_nlp_researchers_scrape.csv, authors_info.csv, researcher_network.csv。
As I have mentioned in the Collection Methodology I have put together this dataset by scraping papers with the keyword natural language processing from arxiv.org.
There are currently three distinct files.
Files arxiv\_nlp\_researchers\_scrape.csv The core file of interest. Includes paper titles, authors, abstract and submitted_date.
authors\_info.csv Data on general info of authors. Here we have their institute/work as well as research_area.
researcher\_network.csv Data on who knows/worked with who. Interesting for looking at authors' network.