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Argument Mining

Argument Mining is a field of corpus-based discourse analysis that involves the automatic identification of argumentative structures in text.

Source: AMPERSAND: Argument Mining for PERSuAsive oNline Discussions

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–260 of 284 papers

Title	Date	Tasks	Status	Hype
Don’t Drop the Topic - The Role of the Prompt in Argument Identification in Student Writing	Jul 1, 2022	Argument Mining	CodeCode Available	0
Fine-Grained Argument Unit Recognition and Classification	Apr 22, 2019	Argument MiningArgument Retrieval	CodeCode Available	0
EDU-AP: Elementary Discourse Unit based Argument Parser	Sep 1, 2022	Argument MiningDependency Parsing	CodeCode Available	0
Key Point Analysis via Contrastive Learning and Extractive Argument Summarization	Sep 30, 2021	Argument MiningContrastive Learning	CodeCode Available	0
KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining	Jul 29, 2024	Argument MiningPrediction	CodeCode Available	0
KGAP: Knowledge Graph Augmented Political Perspective Detection in News Media	Aug 9, 2021	Argument MiningKnowledge Graphs	CodeCode Available	0
Annotation and Detection of Arguments in Tweets	Dec 1, 2020	Argument Mining	CodeCode Available	0
Leveraging Context for Multimodal Fallacy Classification in Political Debates	Jul 21, 2025	Argument MiningLogical Fallacies	CodeCode Available	0
Overview of the 2022 Validity and Novelty Prediction Shared Task	Oct 1, 2022	Argument MiningBinary Classification	CodeCode Available	0
End-to-End Argument Mining over Varying Rhetorical Structures	Jan 20, 2024	Argument MiningDependency Parsing	CodeCode Available	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TACO	macro F1	85.06	—	Unverified