Argument Pair Extraction (APE)
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"I'd Like to Have an Argument, Please": Argumentative Reasoning in Large Language Models
Papers
"I'd Like to Have an Argument, Please": Argumentative Reasoning in Large Language Models
We evaluate two large language models (LLMs) ability to perform argumentative reasoning. We experiment with argument mining (AM) and argument pair extraction (APE), and evaluate the LLMs' ability to recognize arguments u…
Argument MiningArgument Pair Extraction (APE)Have my arguments been replied to? Argument Pair Extraction as Machine Reading Comprehension
Argument pair extraction (APE) aims to automatically mine argument pairs from two interrelated argumentative documents. Existing studies typically identify argument pairs indirectly by predicting sentence-level relations…
Argument MiningArgument Pair Extraction (APE)Machine Reading ComprehensionReading Comprehension+1Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph
Argument pair extraction (APE) aims to extract interactive argument pairs from two passages of a discussion. Previous work studied this task in the context of peer review and rebuttal, and decomposed it into a sequence l…
Argument Pair Extraction (APE)RelationRelation ClassificationSentenceArgument Pair Extraction via Attention-guided Multi-Layer Multi-Cross Encoding
Argument pair extraction (APE) is a research task for extracting arguments from two passages and identifying potential argument pairs. Prior research work treats this task as a sequence labeling problem and a binary clas…
Argument Pair Extraction (APE)Binary ClassificationAPE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning
Peer review and rebuttal, with rich interactions and argumentative discussions in between, are naturally a good resource to mine arguments. However, few works study both of them simultaneously. In this paper, we introduc…
Argument Pair Extraction (APE)Multi-Task LearningRelation Classification