| TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization | Feb 20, 2024 | HallucinationNews Summarization | CodeCode Available | 1 |
| FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge | May 14, 2023 | News Summarization | 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 |
| The Summary Loop: Learning to Write Abstractive Summaries Without Examples | May 11, 2021 | Abstractive Text SummarizationNews Summarization | CodeCode Available | 1 |
| IT5: Text-to-text Pretraining for Italian Language Understanding and Generation | Mar 7, 2022 | DecoderHeadline Generation | CodeCode Available | 1 |
| Generating Summaries with Controllable Readability Levels | Oct 16, 2023 | Lay SummarizationNews Summarization | CodeCode Available | 1 |
| NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias | Apr 11, 2022 | ArticlesDecoder | CodeCode Available | 1 |
| P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models | Nov 16, 2023 | ArticlesNews Summarization | 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 |
| Evaluating the Factual Consistency of Large Language Models Through News Summarization | Nov 15, 2022 | 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 |
| A Python Tool for Reconstructing Full News Text from GDELT | Apr 22, 2025 | ArticlesFake News Detection | CodeCode Available | 1 |
| Context-aware Decoding Reduces Hallucination in Query-focused Summarization | Dec 21, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| Exploring Content Selection in Summarization of Novel Chapters | May 4, 2020 | Extractive SummarizationNews Summarization | CodeCode Available | 1 |
| BrailleSUM: A News Summarization System for the Blind and Visually Impaired People | Jul 1, 2015 | Document SummarizationNews Summarization | —Unverified | 0 |
| Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification | Jun 11, 2024 | News Summarization | —Unverified | 0 |
| Encoder-decoder Network as Loss Function for Summarization | Sep 25, 2019 | DecoderNews Summarization | —Unverified | 0 |
| Explainable News Summarization -- Analysis and mitigation of Disagreement Problem | Oct 24, 2024 | Extreme SummarizationNews Summarization | —Unverified | 0 |
| An Unsupervised Masking Objective for Abstractive Multi-Document News Summarization | Jan 7, 2022 | Extractive SummarizationNews Summarization | —Unverified | 0 |
| Detecting (Un)Important Content for Single-Document News Summarization | Feb 26, 2017 | Document SummarizationNews Summarization | —Unverified | 0 |
| End-to-End Segmentation-based News Summarization | Oct 15, 2021 | ArticlesNews Summarization | —Unverified | 0 |
| Demoting the Lead Bias in News Summarization via Alternating Adversarial Learning | May 29, 2021 | ArticlesNews 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 |
| Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization | May 1, 2022 | ArticlesNews Summarization | —Unverified | 0 |
