stance detection,可理解为“立场检测”,stance即为人对个体、事物、事件所表现出的看法或者态度,如“支持、反对”。stance detection虽然也属于文本分类,但和基于主题的文本分类、情感分类有些差异,stance的表达是更隐晦的,因此分类难度更大。 刚看到一篇关于立场检测的文章,一搜2019ACM上已经出了综述,故看看顺便... ...
咳咳,说好的周更被我拖成一周半更(还好还好)上周依然是读了几篇stance detection相关的paper,还有一篇Meta-learning的paper。然后就是依然在焦虑地定暑研的事情,呜呜呜明年要失学了。 [EMNLP'20] DeSMOG: Detecting Stance in Media On Global Warming[1] 作者(Dan Jurafsky !!!哇)专门针对global warming这个话...
Introduction: 本篇笔记主要是ACL'20的stance detection相关论文。stance detection中文叫做立场检测,任务目标是给定一段文本和一个话题/实体/事件等(target),判断该文本对于该话题是持支持、反对还是中立态度(favor/ against/ neutral)。封面图[1] Here we go —— Enhancing Cross-target Stance Detection with Transf...
Stance detection is the extraction of a subject’s reaction to a claim made by a primary actor. It is a core part of a set of approaches to fake news assessment. Example: Source: “Apples are the most delicious fruit in existence” Reply: “Obviously not, because that is a reuben from...
Multi-dataset stance detection and robustness experiments benchmarkrobustnessmulti-task-learningstance-detectionstancemulti-dataset-learning UpdatedJul 6, 2023 Python GU-DataLab/stance-detection-KE-MLM Star39 Code Issues Pull requests Official resource of the paper "Knowledge Enhanced Masked Language Model ...
Stance detection (StD) aims to detect an author's stance towards a certain topic and has become a key component in applications like fake news detection, claim validation, or argument search. However, while stance is easily detected by humans, machine learning (ML) models are clearly falling ...
Stance detection is to distinguish whether the text’s author supports, opposes, or maintains a neutral stance towards a given target. In most real-world scenarios, stance detection needs to work in a zero-shot manner, i.e., predicting stances for unseen targets without labeled data. One crit...
零样本立场检测(zero-shot stance detection)旨在通过已知目标/主题(target/ topic)的训练数据来对包含未知目标的测试数据进行立场检测。由于测试目标对于训练数据来说是未知的,所以零样本立场检测的一个重要挑战是需要从训练数据中学习可迁移的立场特征信息来对测试集中的未知目标进行立场检测。
Stance detection is the extraction of a subject's reaction to a claim made by a primary actor. It is a core part of a set of approaches to fake news assessment. Example: * Source: "Apples are the most delicious fruit in existence" * Reply: "Obviously n
To ameliorate this, we propose 360{\mbox{∘}} Stance Detection, a tool that aggregates news with multiple perspectives on a topic. It presents them on a spectrum ranging from support to opposition, enabling the user to base their opinion on multiple pieces of diverse evidence. ...