| APE: A Data-Centric Benchmark for Efficient LLM Adaptation in Text Summarization | May 26, 2025 | GPUNews Summarization | CodeCode Available | 0 |
| A Python Tool for Reconstructing Full News Text from GDELT | Apr 22, 2025 | ArticlesFake News Detection | CodeCode Available | 1 |
| Evaluating the Effectiveness of Large Language Models in Automated News Article Summarization | Feb 24, 2025 | News Summarization | —Unverified | 0 |
| Learning to Partially Defer for Sequences | Feb 3, 2025 | News SummarizationPrediction | —Unverified | 0 |
| Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance | Feb 2, 2025 | News Summarization | CodeCode Available | 0 |
| Unraveling the Capabilities of Language Models in News Summarization | Jan 30, 2025 | BenchmarkingFew-Shot Learning | CodeCode Available | 0 |
| Multi-round, Chain-of-thought Post-editing for Unfaithful Summaries | Jan 20, 2025 | Natural Language UnderstandingNews Summarization | —Unverified | 0 |
| Explainable News Summarization -- Analysis and mitigation of Disagreement Problem | Oct 24, 2024 | Extreme SummarizationNews Summarization | —Unverified | 0 |
| A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model | Oct 13, 2024 | News Summarization | CodeCode Available | 0 |
| GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarization | Oct 5, 2024 | Document SummarizationMulti-Document Summarization | CodeCode Available | 0 |
| Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification | Jun 11, 2024 | News Summarization | —Unverified | 0 |
| Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning | May 4, 2024 | ArticlesFew-Shot Learning | —Unverified | 0 |
| Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization | May 3, 2024 | ArticlesDocument Summarization | —Unverified | 0 |
| Generating Faithful and Complete Hospital-Course Summaries from the Electronic Health Record | Apr 1, 2024 | Domain AdaptationNews Summarization | —Unverified | 0 |
| Concurrent Linguistic Error Detection (CLED) for Large Language Models | Mar 25, 2024 | News Summarizationvalid | —Unverified | 0 |
| German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset | Mar 6, 2024 | HallucinationIn-Context Learning | CodeCode Available | 0 |
| How Much Annotation is Needed to Compare Summarization Models? | Feb 28, 2024 | News SummarizationText Generation | —Unverified | 0 |
| TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization | Feb 20, 2024 | HallucinationNews Summarization | CodeCode Available | 1 |
| Context-aware Decoding Reduces Hallucination in Query-focused Summarization | Dec 21, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| Shaping Political Discourse using multi-source News Summarization | Dec 18, 2023 | Document SummarizationMulti-Document Summarization | CodeCode Available | 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 |
| P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models | Nov 16, 2023 | ArticlesNews Summarization | CodeCode Available | 1 |
| GreekT5: A Series of Greek Sequence-to-Sequence Models for News Summarization | Nov 13, 2023 | Abstractive Text SummarizationArticles | CodeCode Available | 0 |
| Background Summarization of Event Timelines | Oct 24, 2023 | News SummarizationQuestion Answering | CodeCode Available | 0 |
| Generating Summaries with Controllable Readability Levels | Oct 16, 2023 | Lay SummarizationNews Summarization | CodeCode Available | 1 |
| LLM Based Multi-Document Summarization Exploiting Main-Event Biased Monotone Submodular Content Extraction | Oct 5, 2023 | Document SummarizationInformativeness | —Unverified | 0 |
| 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 |
| Bias in News Summarization: Measures, Pitfalls and Corpora | Sep 14, 2023 | Document SummarizationNews Summarization | CodeCode Available | 0 |
| You talk what you read: Understanding News Comment Behavior by Dispositional and Situational Attribution | Aug 4, 2023 | DecoderNews Summarization | —Unverified | 0 |
| FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge | May 14, 2023 | News Summarization | 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 |
| Benchmarking Large Language Models for News Summarization | Jan 31, 2023 | BenchmarkingNews Summarization | CodeCode Available | 1 |
| Unsupervised Broadcast News Summarization; a comparative study on Maximal Marginal Relevance (MMR) and Latent Semantic Analysis (LSA) | Jan 5, 2023 | News Summarization | —Unverified | 0 |
| SumREN: Summarizing Reported Speech about Events in News | Dec 2, 2022 | ArticlesDocument Summarization | CodeCode Available | 0 |
| Evaluating the Factual Consistency of Large Language Models Through News Summarization | Nov 15, 2022 | News Summarization | CodeCode Available | 1 |
| He Said, She Said: Style Transfer for Shifting the Perspective of Dialogues | Oct 27, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 0 |
| LANS: Large-scale Arabic News Summarization Corpus | Oct 24, 2022 | ArticlesDiversity | —Unverified | 0 |
| News Summarization and Evaluation in the Era of GPT-3 | Sep 26, 2022 | News SummarizationText Summarization | CodeCode Available | 1 |
| Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methods | Aug 28, 2022 | News Summarization | CodeCode Available | 0 |
| Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization | May 1, 2022 | ArticlesNews Summarization | —Unverified | 0 |
| NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias | Apr 11, 2022 | ArticlesDecoder | CodeCode Available | 1 |
| Read Top News First: A Document Reordering Approach for Multi-Document News Summarization | Mar 19, 2022 | Document SummarizationNews Summarization | CodeCode Available | 0 |
| IT5: Text-to-text Pretraining for Italian Language Understanding and Generation | Mar 7, 2022 | DecoderHeadline Generation | CodeCode Available | 1 |
| NeuS: Neutral Multi-News Summarization for Framing Bias Mitigation | Jan 16, 2022 | ArticlesNews Summarization | —Unverified | 0 |
| An Unsupervised Masking Objective for Abstractive Multi-Document News Summarization | Jan 7, 2022 | Extractive SummarizationNews Summarization | —Unverified | 0 |
| NEWSFARM: the Largest Chinese Corpus for Long News Summarization | Nov 16, 2021 | News SummarizationSemantic Similarity | —Unverified | 0 |
| Transductive Learning for Abstractive News Summarization | Nov 16, 2021 | ArticlesNews Summarization | —Unverified | 0 |
| Training Dynamics for Text Summarization Models | Nov 16, 2021 | HallucinationNews Summarization | —Unverified | 0 |
| Meeting Summarization with Pre-training and Clustering Methods | Nov 16, 2021 | ClusteringLanguage Modeling | CodeCode Available | 0 |
| Knowledge and Keywords Augmented Abstractive Sentence Summarization | Nov 1, 2021 | News SummarizationSentence | —Unverified | 0 |
