TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Papers/Paper Abstract Writing through Editing Mechanism

Paper Abstract Writing through Editing Mechanism

Qingyun Wang, Zhi-Hao Zhou, Lifu Huang, Spencer Whitehead, Boliang Zhang, Heng Ji, Kevin Knight

2018-05-15ACL 2018 7Text GenerationPaper generation
PaperPDFCode(official)Code

Abstract

We present a paper abstract writing system based on an attentive neural sequence-to-sequence model that can take a title as input and automatically generate an abstract. We design a novel Writing-editing Network that can attend to both the title and the previously generated abstract drafts and then iteratively revise and polish the abstract. With two series of Turing tests, where the human judges are asked to distinguish the system-generated abstracts from human-written ones, our system passes Turing tests by junior domain experts at a rate up to 30% and by non-expert at a rate up to 80%.

Results

TaskDatasetMetricValueModel
Text GenerationACL Title and Abstract DatasetMETEOR14Writing-editing Network
Text GenerationACL Title and Abstract DatasetROUGE-L20.3Writing-editing Network
1 Image, 2*2 StitchiACL Title and Abstract DatasetMETEOR14Writing-editing Network
1 Image, 2*2 StitchiACL Title and Abstract DatasetROUGE-L20.3Writing-editing Network

Related Papers

Making Language Model a Hierarchical Classifier and Generator2025-07-17Mitigating Object Hallucinations via Sentence-Level Early Intervention2025-07-16The Devil behind the mask: An emergent safety vulnerability of Diffusion LLMs2025-07-15Seq vs Seq: An Open Suite of Paired Encoders and Decoders2025-07-15Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network Watermarking2025-07-15Exploiting Leaderboards for Large-Scale Distribution of Malicious Models2025-07-11CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs2025-07-09FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation2025-07-09