Awesome Computational Argumentation

• An Autonomous Debating System    [paper|code]
• Scientia Potentia Est—On the Role of Knowledge in Computational Argumentation    [paper|code]]

Monological Argumentation

Argument Mining

• Argument Mining: A Survey    [paper|code]
• Neural End-to-End Learning for Computational Argumentation Mining    [paper|code]
• End-to-End Argumentation Mining in Student Essays    [paper|code]
• Argument Mining Driven Analysis of Peer-Reviews    [paper|code]
• Argument Mining for Scholarly Document Processing Taking Stock and Looking Ahead    [paper|code]
• End-to-End Argument Mining as Biaffine Dependency Parsing    [paper|code]
• Incorporating Argument-Level Interactions for Persuasion Comments    [paper|code]
• Multi-Task Attentive Residual Networks for Argument Mining    [paper|code]
• Argument Component Classification for Classroom Discussions     [paper|code]
• Transformer-based argument mining for healthcare applications     [paper|code]
• Five Years of Argument Mining: a Data-driven Analysis    [paper|code]
• A Neural Transition-based Model for Argumentation Mining    [paper|code]
• End-to-end Argument Mining with Cross-corpora Multi-task Learning    [paper|code]
• A Generative Model for End-to-End Argument Mining with Reconstructed Positional Encoding and Constrained Pointer Mechanism    [paper|code]
• Cross-lingual Argument Mining in the Medical Domain    [paper|code]
• A Unified Representation and a Decoupled Deep Learning Architecture for Argumentation Mining of Students' Persuasive Essays    [paper|code]
• EDU-AP: Elementary Discourse Unit based Argument Parser    [paper|code]
• Probing Structural Knowledge from Pre-trained Language Model for Argumentation Relation Classification    [paper|code]
• A Cascade Model for Argument Mining in Japanese Political Discussions: the QA Lab-PoliInfo-3 Case Study    [paper|code]
• Biomedical Argument Mining Based on Sequential Multi-Task Learning    [paper|code]
• VivesDebate-Speech: A Corpus of Spoken Argumentation to Leverage Audio Features for Argument Mining    [paper|code]

Argument Assessment

• A large-scale dataset for argument quality ranking: Construction and analysis    [paper|code]
• Intrinsic Quality Assessment of Arguments    [paper|code]
• Learning From Revisions: Quality Assessment of Claims in Argumentation at Scale    [paper|code]
• Assessing the Sufficiency of Arguments through Conclusion Generation    [paper|code]
• Claim Optimization in Computational Argumentation    [paper|code]

Argument Generation

• Aspect-Controlled Neural Argument Generation    [paper|code]
• From arguments to key points: Towards automatic argument summarization    [paper|code]
• Quantitative argument summarization and beyond: Cross-domain key point analysis    [paper|code]
• Belief-based Generation of Argumentative Claims    [paper|code]
• AEG: Argumentative Essay Generation via A Dual-Decoder Model with Content Planning    [paper|code]

Argument Reasoning

• A general semi-structured formalism for computational argumentation Definition,properties,and examples of application    [paper|code]
• Argumentative Evidences Classification and Argument Scheme Detection Using Tree Kernels    [paper|code]

Dialogical Argumentation

Interactivate Argument Pair Identification

• Discrete Argument Representation Learning for Interactive Argument Pair Identification    [paper|code]
• Leveraging Argumentation Knowledge Graph for Interactive Argument Pair Identification    [paper|code]
• ACE: A Context-Enhanced Model for Interactive Argument Pair Identification    [paper|code]
• A Simple Contrastive Learning Framework for Interactive Argument Pair Identification via Argument-Context Extraction    [paper|code]

Argument Pair Extraction

• paperswithcode
• Argument Pair Extraction via Attention-guided Multi-Layer Multi-Cross Encoding    [paper|code]
• Have my arguments been replied to? Argument Pair Extraction as Machine Reading Comprehension    [paper|code]
• APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning    [paper|code]
• Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph    [paper|code]
• Probing Graph Decomposition for Argument Pair Extraction    [paper|code]

Dataset

Task	Dataset	Data Source	Scale
Argument Mining	CMV-Hidey extended	ChangeMyView	78 threads with 380 turns of dialogues
Argument Mining	Persyasive Essays(PE)		402 essays and 1833 paragraphs
Argument Mining	Consumer Debt Collection Practices		731 paragraphs
Argument Mining	Feedback Prize - Evaluating Student Writing	https://www.kaggle.com/competitions/feedback-prize-2021	approximately 10k documents
Argument Mining	AbstRCT	https://gitlab.com/tomaye/abstrct/	4198 argument components and 2601 argument relations on different diseases
Intractive Argument Pair	CMV-Attackability	ChangeMyView	threads from 2014.1 to 2017.9 27772 threads and 3448917 posts
Intractive Argument Pair	IBM Debater	IBM	3684 long debeate texts 460 motions
Intractive Argument Pair	Review-Rebuttal(RR)	ICLR-Open Review	4764 RR passagesa 40831 arguments
Intractive Argument Pair	CMV	https://github.com/chridey/change-my-view-modes
Argument Quality Assessment	Kialo	https://www.kialo.com/	47219 claims of 741 topics
Argument Quality Assessment	DBATES	2019 North American Debating Championship	716 debaters
Argument Quality Assessment	Webis-CMV-20	ChangeMyView	threads from 2014.1 to 2017.9 27772 threads and 3448917 posts
Argument Quality Assessment	Debates	debate.org	78376 debates, 23 topics