A curated list of recent awesome argument generation models and their applications. Please help to contribute if you find some important works are missing.
Argument Summary is a task which aims at generating conclusions for augument texts, and helping people read and understand search results from argument search engines.
- Extractive Snippet Generation for Arguments [Paper] [Code] (SIGIR 20 Short)
- Generating Informative Conclusions for Argumentative Texts [Paper] [Code] (ACL 21 Findings)
- News Editorials: Towards Summarizing Long Argumentative Texts [Paper] [Code] (COLING 20)
- Target Inference in Argument Conclusion Generation [Paper] [Code] (ACL 20)
Counter argument generation task focus on rebutting a given conclusion, yet other ways to counter an argument exist.
- DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Opinion Text Generation [Paper] [Code] (ACL 21)
- Argument Undermining: Counter-Argument generation by Attacking Weak Premises [Paper] [Code] (ACL 21 Findings)
- Belief-based Generation of Argumentative Claims [Paper] [Code] (EACL 21)
- PAIR: Planning and Iterative Refinement in Pre-trained Transformers for Long Text Generation [Paper] [Code] (EMNLP 20)
- Sentence-Level Content Planning and Style Specification for Neural Text Generation [Paper] [Code] (EMNLP 19)
- Argument Generation with Retrieval, Planning, and Realization [Paper] [Code] (ACL 19)
- Computational Argumentation Synthesis as a Language Modeling Task [Paper] [Code] (INLG 19)
- Neural Argument Generation Augmented with Externally Retrieved Evidence [Paper] [Code] (ACL 18)
- Employing Argumentation Knowledge Graphs for Neural Argument Generation [Code] (ACL 21)
- End-to-End Argumentation Knowledge Graph Construction [Paper] (AAAI 20)
- Argumentation Synthesis following Rhetorical Strategies [Paper] (COLING 18)
Please feel free to pull requests to contribute this list.
Markdown Format:
- Paper Name [[Paper]](pdf_link) [[Code]](code_link) (Conference Year)