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https://arxiv.org/abs/1810.05739 [1810.05739] MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization Abstract page for arXiv paper 1810.05739: MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization neural model https://deepai.org/publication/challenges-in-domain-specific-abstractive-summarization-and-how-to-overcome-them Challenges in Domain-Specific Abstractive Summarization and How to Overcome them | DeepAI Jul 3, 2023 - 07/03/23 - Large Language Models work quite well with general-purpose data and many tasks in Natural Language Processing. However, they show ... how to overcome in domain https://dergipark.org.tr/en/pub/saucis/article/1504388 Evaluation-Focused Multidimensional Score for Turkish Abstractive Text Summarization - Sakarya... Dec 31, 2024 - Sakarya University Journal of Computer and Information Sciences | Volume: 7 Issue: 3 text summarization evaluation focused multidimensional score https://deepai.org/publication/abstractive-text-summarization-using-attentive-gru-based-encoder-decoder Abstractive Text Summarization using Attentive GRU based Encoder-Decoder | DeepAI Feb 25, 2023 - 02/25/23 - In todays era huge volume of information exists everywhere. Therefore, it is very crucial to evaluate that information and extract... text summarization encoder decoder abstractive using attentive https://aclanthology.org/2024.humeval-1.3/ Adding Argumentation into Human Evaluation of Long Document Abstractive Summarization: A Case Study... Mohamed Elaraby, Huihui Xu, Morgan Gray, Kevin Ashley, Diane Litman. Proceedings of the Fourth Workshop on Human Evaluation of NLP Systems (HumEval) @... https://aclanthology.org/D19-5409/?ref=blog.mozilla.ai SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization - ACL Anthology Bogdan Gliwa, Iwona Mochol, Maciej Biesek, Aleksander Wawer. Proceedings of the 2nd Workshop on New Frontiers in Summarization. 2019. a human https://deepai.org/publication/idas-intent-discovery-with-abstractive-summarization IDAS: Intent Discovery with Abstractive Summarization | DeepAI May 31, 2023 - 05/31/23 - Intent discovery is the task of inferring latent intents from a set of unlabeled utterances, and is a useful step towards the effi... idas intent discovery abstractive summarization https://aclanthology.org/2021.ranlp-1.184/ A Comparative Study on Abstractive and Extractive Approaches in Summarization of European... Valentin Zmiycharov, Milen Chechev, Gergana Lazarova, Todor Tsonkov, Ivan Koychev. Proceedings of the International Conference on Recent Advances in Natural... comparative study https://deepai.org/publication/emailsum-abstractive-email-thread-summarization EmailSum: Abstractive Email Thread Summarization | DeepAI Jul 30, 2021 - 07/30/21 - Recent years have brought about an interest in the challenging task of summarizing conversation threads (meetings, online discussi... email thread abstractive summarization deepai https://aclanthology.org/2023.tacl-1.49/ Abstractive Meeting Summarization: A Survey - ACL Anthology Virgile Rennard, Guokan Shang, Julie Hunter, Michalis Vazirgiannis. Transactions of the Association for Computational Linguistics, Volume 11. 2023. meeting summarization abstractive survey acl anthology https://arxiv.org/abs/2210.07544 [2210.07544] Legal Case Document Summarization: Extractive and Abstractive Methods and their... Abstract page for arXiv paper 2210.07544: Legal Case Document Summarization: Extractive and Abstractive Methods and their Evaluation legal case document summarization 2210 https://openreview.net/forum?id=HkAClQgA- A Deep Reinforced Model for Abstractive Summarization | OpenReview A summarization model combining a new intra-attention and reinforcement learning method to increase summary ROUGE scores and quality for long sequences. deep reinforced model abstractive summarization https://aclanthology.org/2021.findings-emnlp.126/ Topic-Guided Abstractive Multi-Document Summarization - ACL Anthology Peng Cui, Le Hu. Findings of the Association for Computational Linguistics: EMNLP 2021. 2021. multi document summarization topic guided abstractive acl https://www.microsoft.com/en-us/research/publication/deep-communicating-agents-abstractive-summarization/ Deep Communicating Agents for Abstractive Summarization - Microsoft Research Apr 30, 2026 - We present deep communicating agents in an encoder-decoder architecture to address the challenges of representing a long document for abstractive... deep communicating agents abstractive summarization https://www.microsoft.com/en-us/download/details.aspx?id=54262 Download MSR Abstractive Text Compression Dataset from Official Microsoft Download Center This dataset contains sentences and short paragraphs with corresponding shorter (compressed) versions. There are up to five compressions for each input text,... text compression download msr abstractive dataset https://abstractive.org/ abstractive.org - contact with domain owner | Epik.com Contact with an owner of abstractive.org domain name. abstractive domain owner epik https://openreview.net/forum?id=NvdzzasFiGr Global-aware Beam Search for Neural Abstractive Summarization | OpenReview A calibrated beam-based algorithm with awareness of the global attention distribution beam search global aware neural abstractive https://aclanthology.org/2020.inlg-1.11/ Towards Generating Query to Perform Query Focused Abstractive Summarization using Pre-trained Model... Deen Mohammad Abdullah, Yllias Chali. Proceedings of the 13th International Conference on Natural Language Generation. 2020. https://openreview.net/forum?id=WO4a5buL8OV A Unified Abstractive Model for Generating Question-Answer Pairs | OpenReview Large-scale question-answer pairs (QAP) are valuable for many applications, such as knowledge bases construction and machine reading comprehension. Although... question answer unified abstractive model generating https://deepai.org/publication/compositional-task-oriented-parsing-as-abstractive-question-answering Compositional Task-Oriented Parsing as Abstractive Question Answering | DeepAI May 4, 2022 - 05/04/22 - Task-oriented parsing (TOP) aims to convert natural language into machine-readable representations of specific tasks, such as sett... question answering compositional task oriented parsing https://aclanthology.org/2022.acl-long.118/ DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization - ACL Anthology Ziming Mao, Chen Henry Wu, Ansong Ni, Yusen Zhang, Rui Zhang, Tao Yu, Budhaditya Deb, Chenguang Zhu, Ahmed Awadallah, Dragomir Radev. Proceedings of the 60th... dyle dynamic latent extraction https://github.com/abrazinskas/SelSum GitHub - abrazinskas/SelSum: Abstractive opinion summarization system (SelSum) and the largest... Abstractive opinion summarization system (SelSum) and the largest dataset of Amazon product summaries (AmaSum). EMNLP 2021 conference paper. -... and the github abstractive opinion summarization https://www.preprints.org/manuscript/202604.0940 MINT: A Multilingual Indic Neural Transformer for Abstractive Summarization Under Memory... We present MINT (Multilingual Indic Neural Transformer), a compact 14.7M parameter encoder-decoder architecture for abstractive summarization across seven... mint multilingual indic neural https://aclanthology.org/P18-3011/ Unsupervised Semantic Abstractive Summarization - ACL Anthology Shibhansh Dohare, Vivek Gupta, Harish Karnick. Proceedings of ACL 2018, Student Research Workshop. 2018. unsupervised semantic abstractive summarization acl https://arxiv.org/abs/2406.19803 [2406.19803] Scalable and Domain-General Abstractive Proposition Segmentation Abstract page for arXiv paper 2406.19803: Scalable and Domain-General Abstractive Proposition Segmentation domain general 2406 scalable abstractive proposition https://openreview.net/forum?id=MQ4TDB019Mc Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive... Despite recent progress in abstractive summarization, systems still suffer from faithfulness errors. While prior work has proposed models that improve... https://aclanthology.org/W17-1002/ Decoupling Encoder and Decoder Networks for Abstractive Document Summarization - ACL Anthology Ying Xu, Jey Han Lau, Timothy Baldwin, Trevor Cohn. Proceedings of the MultiLing 2017 Workshop on Summarization and Summary Evaluation Across Source Types and... document summarization decoupling encoder decoder networks https://aclanthology.org/2021.newsum-1.3/ Knowledge and Keywords Augmented Abstractive Sentence Summarization - ACL Anthology Shuo Guan. Proceedings of the Third Workshop on New Frontiers in Summarization. 2021. knowledge keywords augmented abstractive sentence https://aclanthology.org/2021.naacl-main.383/ Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality... Artidoro Pagnoni, Vidhisha Balachandran, Yulia Tsvetkov. Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational... understanding factuality abstractive summarization frank https://aclanthology.org/D18-1441/ Improving Neural Abstractive Document Summarization with Structural Regularization - ACL Anthology Wei Li, Xinyan Xiao, Yajuan Lyu, Yuanzhuo Wang. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. 2018. document summarization improving neural abstractive structural https://deepai.org/publication/extractive-and-abstractive-explanations-for-fact-checking-and-evaluation-of-news Extractive and Abstractive Explanations for Fact-Checking and Evaluation of News | DeepAI Apr 27, 2021 - 04/27/21 - In this paper, we explore the construction of natural language explanations for news claims, with the goal of assisting fact-check... fact checking extractive abstractive explanations https://openreview.net/forum?id=iUBwxZ2FrT&referrer=%5Bthe%20profile%20of%20Satoshi%20Kosugi%5D(%2Fprofile%3Fid%3D~Satoshi_Kosugi1) Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain... For abstractive text summarization, laborious data annotation and time-consuming model training become two high walls, hindering its further progress. Active... https://ai.google.dev/gemma/docs/gemma-aps Gemma for abstractive proposition segmentation (APS) | Google AI for Developers google ai gemma abstractive proposition segmentation https://arxiv.org/abs/2209.10492 [2209.10492] Summarization Programs: Interpretable Abstractive Summarization with Neural Modular... Abstract page for arXiv paper 2209.10492: Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees 2209 summarization programs abstractive neural https://aclanthology.org/2021.findings-emnlp.97/ Improving Abstractive Dialogue Summarization with Hierarchical Pretraining and Topic Segment - ACL... MengNan Qi, Hao Liu, YuZhuo Fu, Ting Liu. Findings of the Association for Computational Linguistics: EMNLP 2021. 2021. improving abstractive dialogue summarization https://www.jvigneault.com/ Jean Vigneault - Photographie Abstractive Jean Vigneault - Photographies Abstraites Bienvenue dans mon univers. jean vigneault photographie abstractive https://aclanthology.org/2020.findings-emnlp.203/ Reducing Quantity Hallucinations in Abstractive Summarization - ACL Anthology Zheng Zhao, Shay B. Cohen, Bonnie Webber. Findings of the Association for Computational Linguistics: EMNLP 2020. 2020. reducing quantity hallucinations abstractive summarization https://www.amazon.science/code-and-datasets/phrasesumm-abstractive-short-phrase-summarization PhraseSumm: Abstractive short phrase summarization - Amazon Science This repository contains the dataset released alongside the paper PhraseSumm: Abstractive short phrase summarization to appear as a Findings publication at... abstractive short phrase summarization amazon https://arxiv.org/abs/2505.23166 [2505.23166] Tell, Don't Show: Leveraging Language Models' Abstractive Retellings to Model Literary... Abstract page for arXiv paper 2505.23166: Tell, Don't Show: Leveraging Language Models' Abstractive Retellings to Model Literary Themes