| Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization | Dec 21, 2022 | Abstractive Text Summarizationreinforcement-learning | CodeCode Available | 1 |
| Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization | May 28, 2022 | SentenceSentence Summarization | CodeCode Available | 1 |
| Controllable Abstractive Sentence Summarization with Guiding Entities | Dec 1, 2020 | InformativenessSentence | CodeCode Available | 1 |
| Discrete Optimization for Unsupervised Sentence Summarization with Word-Level Extraction | May 4, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| All Word Embeddings from One Embedding | Apr 25, 2020 | AllDecoder | CodeCode Available | 1 |
| Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond | Feb 19, 2016 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| Dense Video Captioning using Graph-based Sentence Summarization | Jun 25, 2025 | Dense Video CaptioningSentence | —Unverified | 0 |
| Show, Tell and Summarize: Dense Video Captioning Using Visual Cue Aided Sentence Summarization | Jun 25, 2025 | Dense Video CaptioningDescriptive | —Unverified | 0 |
| Impossible Distillation: from Low-Quality Model to High-Quality Dataset & Model for Summarization and Paraphrasing | May 26, 2023 | Diversitymodel | —Unverified | 0 |
| Referee: Reference-Free Sentence Summarization with Sharper Controllability through Symbolic Knowledge Distillation | Oct 25, 2022 | Knowledge DistillationSentence | —Unverified | 0 |
| A Character-Level Length-Control Algorithm for Non-Autoregressive Sentence Summarization | May 28, 2022 | Headline GenerationSentence | CodeCode Available | 0 |
| IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages | Mar 10, 2022 | ArticlesBenchmarking | —Unverified | 0 |
| Extract, Select and Rewrite: A New Modular Summarization Method | Jan 16, 2022 | SentenceSentence Summarization | —Unverified | 0 |
| Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization | Nov 16, 2021 | Headline GenerationSentence | —Unverified | 0 |
| Knowledge and Keywords Augmented Abstractive Sentence Summarization | Nov 1, 2021 | News SummarizationSentence | —Unverified | 0 |
| Integrating Semantic Scenario and Word Relations for Abstractive Sentence Summarization | Nov 1, 2021 | Abstractive Text SummarizationSentence | —Unverified | 0 |
| Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation | Oct 13, 2021 | Conditional Text GenerationSentence Summarization | —Unverified | 0 |
| ICAF: Iterative Contrastive Alignment Framework for Multimodal Abstractive Summarization | Aug 11, 2021 | Abstractive Text SummarizationSentence Summarization | —Unverified | 0 |
| CoNFET: An English Sentence to Emojis Translation Algorithm | Jan 6, 2021 | Natural Language UnderstandingSentence | CodeCode Available | 0 |
| Multimodal Sentence Summarization via Multimodal Selective Encoding | Dec 1, 2020 | DecoderSentence | —Unverified | 0 |
| Multi-Image Summarization: Textual Summary from a Set of Cohesive Images | Jun 15, 2020 | DescriptiveImage Captioning | —Unverified | 0 |
| Quality of syntactic implication of RL-based sentence summarization | Dec 11, 2019 | POSReinforcement Learning | —Unverified | 0 |
| Contrastive Attention Mechanism for Abstractive Sentence Summarization | Oct 29, 2019 | Abstractive Text SummarizationSentence | CodeCode Available | 0 |
| BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle | Sep 16, 2019 | Abstractive Text SummarizationExtractive Summarization | —Unverified | 0 |
| Unsupervised Text Summarization via Mixed Model Back-Translation | Aug 22, 2019 | Machine TranslationSentence | —Unverified | 0 |
| Simple Unsupervised Summarization by Contextual Matching | Jul 31, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention | Jul 1, 2019 | SentenceSentence Summarization | CodeCode Available | 0 |
| Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models | May 1, 2019 | Machine TranslationSentence | —Unverified | 0 |
| Positional Encoding to Control Output Sequence Length | Apr 16, 2019 | Abstractive Text SummarizationDecoder | CodeCode Available | 0 |
| Improving Neural Abstractive Document Summarization with Structural Regularization | Oct 1, 2018 | Abstractive Text SummarizationDocument Summarization | —Unverified | 0 |
| Unsupervised Abstractive Sentence Summarization using Length Controlled Variational Autoencoder | Sep 14, 2018 | DecoderSentence | CodeCode Available | 0 |
| Multi-Source Pointer Network for Product Title Summarization | Aug 21, 2018 | SentenceSentence Summarization | —Unverified | 0 |
| Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization | Aug 1, 2018 | Abstractive Text SummarizationDecoder | —Unverified | 0 |
| Sequential Copying Networks | Jul 6, 2018 | DecoderQuestion Generation | CodeCode Available | 0 |
| Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization | Jul 1, 2018 | Abstractive Text SummarizationInformativeness | —Unverified | 0 |
| Data-driven Summarization of Scientific Articles | Apr 24, 2018 | ArticlesSentence | CodeCode Available | 0 |
| Abstractive Document Summarization with a Graph-Based Attentional Neural Model | Jul 1, 2017 | Abstractive Text SummarizationDocument Summarization | —Unverified | 0 |
| A Regularized Framework for Sparse and Structured Neural Attention | May 22, 2017 | Machine TranslationNatural Language Inference | CodeCode Available | 0 |
| Selective Encoding for Abstractive Sentence Summarization | Apr 24, 2017 | DecoderSentence | CodeCode Available | 0 |
| Online and Linear-Time Attention by Enforcing Monotonic Alignments | Apr 3, 2017 | Machine TranslationSentence | CodeCode Available | 0 |
| A multi-task learning model for malware classification with useful file access pattern from API call sequence | Oct 19, 2016 | ClassificationDocument Classification | —Unverified | 0 |
| Online Segment to Segment Neural Transduction | Sep 26, 2016 | Morphological InflectionSentence | —Unverified | 0 |
| Abstractive Sentence Summarization with Attentive Recurrent Neural Networks | Jun 1, 2016 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Neural Attention Model for Abstractive Sentence Summarization | Sep 2, 2015 | Extractive Text Summarizationmodel | CodeCode Available | 0 |