| Context-aware Decoding Reduces Hallucination in Query-focused Summarization | Dec 21, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| News Summarization and Evaluation in the Era of GPT-3 | Sep 26, 2022 | News SummarizationText Summarization | CodeCode Available | 1 |
| Benchmarking Large Language Models for News Summarization | Jan 31, 2023 | BenchmarkingNews Summarization | CodeCode Available | 1 |
| NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias | Apr 11, 2022 | ArticlesDecoder | CodeCode Available | 1 |
| IT5: Text-to-text Pretraining for Italian Language Understanding and Generation | Mar 7, 2022 | DecoderHeadline Generation | CodeCode Available | 1 |
| Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles | Sep 17, 2023 | ArticlesDocument Summarization | CodeCode Available | 1 |
| The Summary Loop: Learning to Write Abstractive Summaries Without Examples | May 11, 2021 | Abstractive Text SummarizationNews Summarization | CodeCode Available | 1 |
| A Python Tool for Reconstructing Full News Text from GDELT | Apr 22, 2025 | ArticlesFake News Detection | CodeCode Available | 1 |
| ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models | May 11, 2023 | NavigateNews Generation | CodeCode Available | 1 |
| Generating Summaries with Controllable Readability Levels | Oct 16, 2023 | Lay SummarizationNews Summarization | CodeCode Available | 1 |
| TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization | Feb 20, 2024 | HallucinationNews Summarization | CodeCode Available | 1 |
| Evaluating the Factual Consistency of Large Language Models Through News Summarization | Nov 15, 2022 | News Summarization | CodeCode Available | 1 |
| P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models | Nov 16, 2023 | ArticlesNews Summarization | CodeCode Available | 1 |
| Exploring Content Selection in Summarization of Novel Chapters | May 4, 2020 | Extractive SummarizationNews Summarization | CodeCode Available | 1 |
| FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge | May 14, 2023 | News Summarization | CodeCode Available | 1 |
| Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning | May 4, 2024 | ArticlesFew-Shot Learning | —Unverified | 0 |
| Evaluating the Effectiveness of Large Language Models in Automated News Article Summarization | Feb 24, 2025 | News Summarization | —Unverified | 0 |
| Explainable News Summarization -- Analysis and mitigation of Disagreement Problem | Oct 24, 2024 | Extreme SummarizationNews Summarization | —Unverified | 0 |
| You talk what you read: Understanding News Comment Behavior by Dispositional and Situational Attribution | Aug 4, 2023 | DecoderNews Summarization | —Unverified | 0 |
| An Unsupervised Masking Objective for Abstractive Multi-Document News Summarization | Jan 7, 2022 | Extractive SummarizationNews Summarization | —Unverified | 0 |
| A Repository of State of the Art and Competitive Baseline Summaries for Generic News Summarization | May 1, 2014 | Document SummarizationExtractive Summarization | —Unverified | 0 |
| Automated News Summarization Using Transformers | Apr 23, 2021 | Abstractive Text SummarizationArticles | —Unverified | 0 |
| Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization | May 1, 2022 | ArticlesNews Summarization | —Unverified | 0 |
| Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification | Jun 11, 2024 | News Summarization | —Unverified | 0 |
| BrailleSUM: A News Summarization System for the Blind and Visually Impaired People | Jul 1, 2015 | Document SummarizationNews Summarization | —Unverified | 0 |
| CNewSum: A Large-scale Chinese News Summarization Dataset with Human-annotated Adequacy and Deducibility Level | Oct 21, 2021 | News SummarizationText Summarization | —Unverified | 0 |
| Concurrent Linguistic Error Detection (CLED) for Large Language Models | Mar 25, 2024 | News Summarizationvalid | —Unverified | 0 |
| Conditional Neural Generation using Sub-Aspect Functions for Extractive News Summarization | Apr 29, 2020 | DiversityNews Summarization | —Unverified | 0 |
| Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses | Sep 8, 2019 | News SummarizationReinforcement Learning | —Unverified | 0 |
| Demoting the Lead Bias in News Summarization via Alternating Adversarial Learning | May 29, 2021 | ArticlesNews Summarization | —Unverified | 0 |
| Detecting (Un)Important Content for Single-Document News Summarization | Feb 26, 2017 | Document SummarizationNews Summarization | —Unverified | 0 |
| Encoder-decoder Network as Loss Function for Summarization | Sep 25, 2019 | DecoderNews Summarization | —Unverified | 0 |
| End-to-End Segmentation-based News Summarization | Oct 15, 2021 | ArticlesNews Summarization | —Unverified | 0 |
| LANS: Large-scale Arabic News Summarization Corpus | Oct 24, 2022 | ArticlesDiversity | —Unverified | 0 |
| Learning to Partially Defer for Sequences | Feb 3, 2025 | News SummarizationPrediction | —Unverified | 0 |
| LLM Based Multi-Document Summarization Exploiting Main-Event Biased Monotone Submodular Content Extraction | Oct 5, 2023 | Document SummarizationInformativeness | —Unverified | 0 |
| Make Lead Bias in Your Favor: A Simple and Effective Method for News Summarization | Sep 25, 2019 | News Summarization | —Unverified | 0 |
| Leveraging Lead Bias for Zero-shot Abstractive News Summarization | Dec 25, 2019 | ArticlesDomain Adaptation | —Unverified | 0 |
| Mining News Events from Comparable News Corpora: A Multi-Attribute Proximity Network Modeling Approach | Nov 14, 2019 | AttributeNews Summarization | —Unverified | 0 |
| Multi-Fact Correction in Abstractive Text Summarization | Oct 6, 2020 | Abstractive Text SummarizationNews Summarization | —Unverified | 0 |
| Multimodal Abstractive Summarization for How2 Videos | Jun 19, 2019 | Abstractive Text SummarizationNews Summarization | —Unverified | 0 |
| Multi-round, Chain-of-thought Post-editing for Unfaithful Summaries | Jan 20, 2025 | Natural Language UnderstandingNews Summarization | —Unverified | 0 |
| NeuS: Neutral Multi-News Summarization for Framing Bias Mitigation | Jan 16, 2022 | ArticlesNews Summarization | —Unverified | 0 |
| NEWSFARM: the Largest Chinese Corpus for Long News Summarization | Nov 16, 2021 | News SummarizationSemantic Similarity | —Unverified | 0 |
| Overview of the VLSP 2022 -- Abmusu Shared Task: A Data Challenge for Vietnamese Abstractive Multi-document Summarization | Nov 27, 2023 | Document SummarizationMulti-Document Summarization | —Unverified | 0 |
| Real-Time News Summarization with Adaptation to Media Attention | Sep 1, 2017 | ArticlesDecision Making | —Unverified | 0 |
| Sentence Fusion for Multidocument News Summarization | Jan 1, 2005 | News SummarizationSentence | —Unverified | 0 |
| TeaForN: Teacher-Forcing with N-grams | Oct 7, 2020 | DecoderMachine Translation | —Unverified | 0 |
| The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization | Nov 1, 2019 | Document SummarizationNews Summarization | —Unverified | 0 |
| Training Dynamics for Text Summarization Models | Oct 15, 2021 | HallucinationNews Summarization | —Unverified | 0 |
