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Summarization

873 directly classified papers

Papers per year

Papers

Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025
Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos CVPR 2025
Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025
Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025
Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts EMNLP 2025
CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts NAACL 2025
Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines NAACL 2025
TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring ACL 2025
Decomposed Opinion Summarization with Verified Aspect-Aware Modules ACL 2025
ChartCap: Mitigating Hallucination of Dense Chart Captioning ICCV 2025
SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025
LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop EMNLP 2025
Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on NLP and AI for Multilingual and Healthcare Communication IJCNLP 2025
Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025
SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025
DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning EMNLP 2025
Same evaluation, more tokens: On the effect of input length for machine translation evaluation using Large Language Models EMNLP 2025
PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization EMNLP 2025
ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment EMNLP 2025
CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China EMNLP 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025
ArgCMV: An Argument Summarization Benchmark for the LLM-era EMNLP 2025
Agent-as-Judge for Factual Summarization of Long Narratives EMNLP 2025
Evaluating the Evaluators: Are readability metrics good measures of readability? EMNLP 2025
Structured Discourse Representation for Factual Consistency Verification ACL 2025