Summarization

Improving Factual Consistency of News Summarization by Contrastive Preference Optimization EMNLP 2024 Improving Factuality in Clinical Abstractive Multi-Document Summarization by Guided Continued Pre-training NAACL 2024 Improving Faithfulness in Abstractive Text Summarization with EDUs Using BART (Student Abstract) AAAI 2024 Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency COLING 2024 InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Models ACL 2024 Instruction Position Matters in Sequence Generation with Large Language Models ACL 2024 Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks COLING 2024 JoLT: Jointly Learned Representations of Language and Time-Series for Clinical Time-Series Interpretation (Student Abstract) AAAI 2024 Key-Element-Informed sLLM Tuning for Document Summarization Interspeech 2024 Knowledge Planning in Large Language Models for Domain-Aligned Counseling Summarization EMNLP 2024 Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization EMNLP 2024 Learning from Failure: Improving Meeting Summarization without Good Samples AAAI 2024 Less is More for Long Document Summary Evaluation by LLMs EACL 2024 Leveraging Entailment Judgements in Cross-Lingual Summarisation ACL 2024 Leveraging Entity Information for Cross-Modality Correlation Learning: The Entity-Guided Multimodal Summarization ACL 2024 LexAbSumm: Aspect-based Summarization of Legal Decisions COLING 2024 LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English EMNLP 2024 LLM-based Machine Translation and Summarization for Latin COLING 2024 LLMR: Knowledge Distillation with a Large Language Model-Induced Reward COLING 2024 LLMs and NLP for Generalized Learning in AI-Enhanced Educational Videos and Powering Curated Videos with Generative Intelligence EMNLP 2024 LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024 LOCOST: State-Space Models for Long Document Abstractive Summarization EACL 2024 LongDocFACTScore: Evaluating the Factuality of Long Document Abstractive Summarisation COLING 2024 Low-Rank Adaptation for Multilingual Summarization: An Empirical Study NAACL 2024 Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models ACL 2024