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On Classifying whether Two Texts are on the Same Side of an Argument ...
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Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.795/ Abstract: To ease the difficulty of argument stance classification, the task of same side stance classification (S3C) has been proposed. In contrast to actual stance classification, which requires a substantial amount of domain knowledge to identify whether an argument is in favor or against a certain issue, it is argued that, for S3C, only argument similarity within stances needs to be learned to successfully solve the task. We evaluate several transformer-based approaches on the dataset of the recent S3C shared task, followed by an in-depth evaluation and error analysis of our model and the task's hypothesis. We show that, although we achieve state-of-the-art results, our model fails to generalize both within as well as across topics and domains when adjusting the sampling strategy of the training and test set to a more adversarial scenario. Our evaluation shows that current state-of-the-art approaches cannot determine same side stance by ...
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Keyword:
Language Models; Natural Language Processing; Semantic Evaluation; Sociolinguistics
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URL: https://underline.io/lecture/37386-on-classifying-whether-two-texts-are-on-the-same-side-of-an-argument https://dx.doi.org/10.48448/wmx4-0145
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Transfer Learning from LDA to BiLSTM-CNN for Offensive Language Detection in Twitter
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In: http://hw.oeaw.ac.at/8435-5 (2018)
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A Multilingual Information Extraction Pipeline for Investigative Journalism ...
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New/s/leak 2.0 - Multilingual Information Extraction and Visualization for Investigative Journalism ...
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Quantifying insightful problem solving: A modified compound remote associates paradigm using lexical priming to parametrically modulate different sources of task difficulty ...
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Modeling the dynamics of domain specific terminology in diachronic corpora ...
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Leipzig Corpus Miner - A Text Mining Infrastructure for Qualitative Data Analysis ...
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Opening up to big data: computer-assisted analysis of textual data in social sciences
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In: Historical Social Research ; 38 ; 4 ; 332-358 (2015)
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Leipzig Corpus Miner - A Text Mining Infrastructure for Qualitative Data Analysis
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In: Terminology and Knowledge Engineering, TKE 2014 ; Terminology and Knowledge Engineering 2014 ; https://hal.archives-ouvertes.fr/hal-01005878 ; Terminology and Knowledge Engineering 2014, Jun 2014, Berlin, Germany. 10 p (2014)
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Opening up to big data: computer-assisted analysis of textual data in social sciences
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In: Forum Qualitative Sozialforschung / Forum: Qualitative Social Research ; 14 ; 2 ; 24 (2013)
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