构建1580条NLP伦理声明语料，自动识别研究中的伦理关切。
Ethical Concern Identification in NLP: A Corpus of ACL Anthology Ethics Statements
- 从ACL论文中提取1580条伦理关切语句，构建EthiCon语料库。
- 自动化识别效果良好，可辅助发现研究中的潜在伦理问题。
- 适合关注AI伦理、政策制定及审稿人使用。
LLM研究人员面临哪些伦理关切？我们提出了EthiCon，一个包含1580条来自ACL Anthology论文的伦理关切语句的语料库。通过从这些语句中提取关键词，我们展示了自动化识别伦理关切的初步成果。通过问卷调查，我们将语料库中的关切与公众及领域专业人士列出的关切进行了对比。最后，我们将提取出的伦理关切与现有分类体系进行比对，揭示了当前分类的不足，并指明了未来研究方向。
原文摘要 · Abstract (English)
What ethical concerns, if any, do LLM researchers have? We introduce EthiCon, a corpus of 1,580 ethical concern statements extracted from scientific papers published in the ACL Anthology. We extract ethical concern keywords from the statements and show promising results in automating the concern identification process. Through a survey, we compare the ethical concerns of the corpus to the concerns listed by the general public and professionals in the field. Finally, we compare our retrieved ethical concerns with existing taxonomies pointing to gaps and future research directions.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品；中文卡片由大模型生成，请以原文为准。