Papers
HIT-YOU at TSAR 2025 Shared Task Leveraging Similarity-Based Few-Shot Prompting, Round-Trip Translation, and Self-Refinement for Readability-Controlled Text Simplification
Mao Shimada, Kexin Bian, Zhidong Ling et al.
OUNLP at TSAR 2025 Shared Task Multi-Round Text Simplifier via Code Generation
Cuong Huynh, Jie Cao
EhiMeNLP at TSAR 2025 Shared Task Candidate Generation via Iterative Simplification and Reranking by Readability and Semantic Similarity
Rina Miyata, Koki Horiguchi, Risa Kondo et al.
Uniandes at TSAR 2025 Shared Task Multi-Agent CEFR Text Simplification with Automated Quality Assessment and Iterative Refinement
Felipe Arias Russi, Kevin Cohen Solano, Ruben Manrique
UoL-UPF at TSAR 2025 Shared Task A Generate-and-Select Approach for Readability-Controlled Text Simplification
Akio Hayakawa, Nouran Khallaf, Horacio Saggion et al.
HULAT-UC3M at TSAR 2025 Shared Task A Prompt-Based Approach using Lightweight Language Models for Readability-Controlled Text Simplification
Jesus M. Sanchez-Gomez, Lourdes Moreno, Paloma Martínez et al.
EasyJon at TSAR 2025 Shared Task Evaluation of Automated Text Simplification with LLM-as-a-Judge
Paul-Gerhard Barbu, Adrianna Lipska-Dieck, Lena Lindner
taskGen at TSAR 2025 Shared Task Exploring prompt strategies with linguistic knowledge
Juan Cruz Oviedo, Elisabet Comelles Pujadas, Laura Alonso Alemany et al.
ITU NLP at TSAR 2025 Shared Task A Three-Stage Prompting Approach for CEFR-Oriented Text Simplification
Kutay Arda Dinç, Fatih Bektaş, Gülşen Eryiğit
GRIPF at TSAR 2025 Shared Task Towards controlled CEFR level simplification with the help of inter-model interactions
David Alfter, Sebastian Gombert
Findings of the TSAR 2025 Shared Task on Readability-Controlled Text Simplification
Fernando Alva-Manchego, Regina Stodden, Joseph Marvin Imperial et al.
Efficient On-Device Text Simplification for Firefox with Synthetic Data Fine-Tuning
Pablo Romero, Zihao Li, Matthew Shardlow
A Multi-Agent Framework with Diagnostic Feedback for Iterative Plain Language Summary Generation from Cochrane Medical Abstracts
Felipe Arias Russi, Carolina Salazar Lara, Ruben Manrique
Evaluating Health Question Answering Under Readability-Controlled Style Perturbations
Md Mushfiqur Rahman, Kevin Lybarger
Readability Reconsidered A Cross-Dataset Analysis of Reference-Free Metrics
Catarina Belem, Parker Glenn, Alfy Samuel et al.
Medical Text Simplification From Jargon Detection to Jargon-Aware Prompting
Taiki Papandreou, Jan Bakker, Jaap Kamps
Document-level Simplification and Illustration Generation Multimodal Coherence
Yuhang Liu, Mo Zhang, Zhaoyi Cheng et al.
Template-Based Text-to-Image Alignment for Language Accessibility A Study on Visualizing Text Simplifications
Belkiss Souayed, Sarah Ebling, Yingqiang Gao
Potentially Problematic Word Usages and How to Detect Them: A Survey
Aina Garí Soler, Matthieu Labeau, Chloé Clavel
Towards Evaluation of Language Models with Skill Dimensions: A Case Study on Narrative Question Answering
Emil Kalbaliyev, Kairit Sirts
Connecting Concept Layers and Rationales to Enhance Language Model Interpretability
Thomas Bailleux, Tanmoy Mukherjee, Pierre Marquis et al.
AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation
Kaustubh Dhole, Ramraj Chandradevan, Eugene Agichtein
Hallucinated Span Detection with Multi-View Attention Features
Yuya Ogasa, Yuki Arase