Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological Order Jan 2, 2023 Decoder Document Summarization
Code Code Available 15 GameWikiSum: a Novel Large Multi-Document Summarization Dataset Feb 17, 2020 Document Summarization Multi-Document Summarization
Code Code Available 15 Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator May 24, 2023 Abstractive Text Summarization Document Summarization
Code Code Available 15 HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive Summarization Oct 12, 2021 Document Summarization Extractive Summarization
Code Code Available 15 An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework based on Semantic Blocks Aug 17, 2022 Document Summarization
Code Code Available 15 Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization Aug 25, 2020 Abstractive Text Summarization Document Summarization
Code Code Available 15 An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Jul 3, 2022 Articles Document Summarization
Code Code Available 15 A Divide-and-Conquer Approach to the Summarization of Long Documents Apr 13, 2020 Articles Document Summarization
Code Code Available 15 HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow Articles Oct 7, 2021 Abstractive Text Summarization Articles
Code Code Available 15 Get To The Point: Summarization with Pointer-Generator Networks Apr 14, 2017 Abstractive Text Summarization Document Summarization
Code Code Available 15 Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles Sep 17, 2023 Articles Document Summarization
Code Code Available 15 DynE: Dynamic Ensemble Decoding for Multi-Document Summarization Jun 15, 2020 Articles Automatic Post-Editing
Code Code Available 15 Bottom-Up Abstractive Summarization Aug 31, 2018 Abstractive Text Summarization Document Summarization
Code Code Available 15 Attribute First, then Generate: Locally-attributable Grounded Text Generation Mar 25, 2024 Attribute Document Summarization
Code Code Available 15 Heterogeneous Graph Neural Networks for Extractive Document Summarization Apr 26, 2020 Document Summarization Extractive Document Summarization
Code Code Available 15 A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced Redundancy Jun 26, 2021 Document Summarization Sentence
Code Code Available 15 Language Models are Unsupervised Multitask Learners Feb 14, 2019 Common Sense Reasoning Coreference Resolution
Code Code Available 15 Large Language Models in the Clinic: A Comprehensive Benchmark Apr 25, 2024 Decision Making Document Summarization
Code Code Available 15 Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awareness May 4, 2022 Document Summarization Multi-Document Summarization
Code Code Available 15 Long-Span Summarization via Local Attention and Content Selection May 8, 2021 Abstractive Text Summarization Document Summarization
Code Code Available 15 CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Jun 4, 2024 Document Summarization Sentence
Code Code Available 15 Monotonic Chunkwise Attention Jan 1, 2018 Document Summarization speech-recognition
Code Code Available 15 MSˆ2: Multi-Document Summarization of Medical Studies Nov 1, 2021 Document Summarization Multi-Document Summarization
Code Code Available 15 CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information Management May 4, 2020 Articles Document Summarization
Code Code Available 15 Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities Jun 22, 2022 Abstractive Text Summarization Document Summarization
Code Code Available 15 Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles Oct 27, 2020 Articles Descriptive
Code Code Available 15 Proposition-Level Clustering for Multi-Document Summarization Dec 16, 2021 Clustering Document Summarization
Code Code Available 15 AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization Oct 23, 2020 Document Summarization Multi-Document Summarization
Code Code Available 15 A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portal May 20, 2020 Articles Clustering
Code Code Available 15 Data Augmentation for Abstractive Query-Focused Multi-Document Summarization Mar 2, 2021 Data Augmentation Document Summarization
Code Code Available 15 Monotonic Chunkwise Attention Dec 14, 2017 Document Summarization speech-recognition
Code Code Available 15 AREDSUM: Adaptive Redundancy-Aware Iterative Sentence Ranking for Extractive Document Summarization Apr 13, 2020 Diversity Document Summarization
Code Code Available 15 PeerSum: A Peer Review Dataset for Abstractive Multi-document Summarization Mar 3, 2022 Document Summarization Multi-Document Summarization
Code Code Available 15 PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization Oct 16, 2021 Abstractive Text Summarization Decoder
Code Code Available 15 Text Summarization with Pretrained Encoders Aug 22, 2019 Abstractive Text Summarization Decoder
Code Code Available 15 GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly Reviews Jun 11, 2024 Document Summarization Multi-Document Summarization
Code Code Available 05 An Evaluation Framework for Legal Document Summarization May 17, 2022 Document Summarization Legal Document Summarization
Code Code Available 05 GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarization Oct 5, 2024 Document Summarization Multi-Document Summarization
Code Code Available 05 Abstractive Dialog Summarization with Semantic Scaffolds Oct 2, 2019 Abstractive Text Summarization Document Summarization
Code Code Available 05 GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document Summarization Aug 19, 2024 Document Summarization Informativeness
Code Code Available 05 GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse state Nov 18, 2022 Articles Document Summarization
Code Code Available 05 Generating Wikipedia by Summarizing Long Sequences Jan 30, 2018 Articles Decoder
Code Code Available 05 Abstractive Multi-Document Summarization via Joint Learning with Single-Document Summarization Nov 1, 2020 Decoder Document Summarization
Code Code Available 05 GenerationPrograms: Fine-grained Attribution with Executable Programs Jun 17, 2025 Document Summarization Long Form Question Answering
Code Code Available 05 GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERT Oct 1, 2022 Document Summarization Extractive Document Summarization
Code Code Available 05 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization Oct 17, 2024 Document Summarization Hallucination
Code Code Available 05 GAE-ISumm: Unsupervised Graph-Based Summarization of Indian Languages Dec 25, 2022 Document Summarization
Code Code Available 05 Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization Dec 1, 2020 Abstractive Text Summarization Document Summarization
Code Code Available 05 Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization Aug 19, 2018 Decoder Document Summarization
Code Code Available 05 Fast Interleaved Bidirectional Sequence Generation Oct 27, 2020 Decoder Document Summarization
Code Code Available 05