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Natural Language Processing
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Summarization
873 directly classified papers
Papers per year
2012: 2
2015: 2
2016: 14
2017: 21
2018: 47
2019: 69
2020: 78
2021: 94
2022: 144
2023: 159
2024: 87
2025: 153
2026: 3
Papers
The Power of Summary-Source Alignments
ACL 2024
Word Matters: What Influences Domain Adaptation in Summarization?
ACL 2024
REFINESUMM: Self-Refining MLLM for Generating a Multimodal Summarization Dataset
ACL 2024
Disordered-DABS: A Benchmark for Dynamic Aspect-Based Summarization in Disordered Texts
EMNLP 2024
Event-Keyed Summarization
EMNLP 2024
From Sights to Insights: Towards Summarization of Multimodal Clinical Documents
ACL 2024
On Context Utilization in Summarization with Large Language Models
ACL 2024
CALVIN: Improved Contextual Video Captioning via Instruction Tuning
NIPS 2024
FineSurE: Fine-grained Summarization Evaluation using LLMs
ACL 2024
ATLAS: Improving Lay Summarisation with Attribute-based Control
ACL 2024
One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation
ACL 2024
Speech vs. Transcript: Does It Matter for Human Annotators in Speech Summarization?
ACL 2024
Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends
ACL 2024
STRUCTSUM Generation for Faster Text Comprehension
ACL 2024
FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence
ACL 2024
HumSum: A Personalized Lecture Summarization Tool for Humanities Students Using LLMs
EACL 2024
Does the structure of textual content have an impact on language models for automatic summarization?
ACL 2024
Can Large Language Model Summarizers Adapt to Diverse Scientific Communication Goals?
ACL 2024
What’s New? Summarizing Contributions in Scientific Literature
EACL 2023
Document-Level Planning for Text Simplification
EACL 2023
Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors
ACL 2023
BUMP: A Benchmark of Unfaithful Minimal Pairs for Meta-Evaluation of Faithfulness Metrics
ACL 2023
ORCHID: A Chinese Debate Corpus for Target-Independent Stance Detection and Argumentative Dialogue Summarization
EMNLP 2023
MuLER: Detailed and Scalable Reference-based Evaluation
EMNLP 2023
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization
ACL 2023
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