Papers
Asking a Language Model for Diverse Responses
Sergey Troshin, Irina Saparina, Antske Fokkens et al.
The Benefits of Being Uncertain: Perplexity as a Signal for Naturalness in Multilingual Machine Translation
Timothy Pistotti, Michael J. Witbrock, Dr Padriac Amato Tahua O’Leary et al.
The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models
Esteban Garces Arias, Julian Rodemann, Christian Heumann
Do Large Language Models Know When Not to Answer in Medical QA?
Sravanthi Machcha, Sushrita Yerra, Sharmin Sultana et al.
Beyond Human Judgment: A Bayesian Evaluation of LLMs’ Moral Values Understanding
Maciej Skorski, Alina Landowska
Uncertainty-driven Partial Diacritization for Arabic Text
Humaid Ali Alblooshi, Artem Shelmanov, Hanan Aldarmaki
Know-AI at TSAR 2025 Shared Task Difficulty-aware Text Simplification System
Yiheng Wu, Anisia Katinskaia, Jue Hou et al.
HOPE at TSAR 2025 Shared Task Balancing Control and Complexity in Readability-Controlled Text Simplification
Sujal Maharjan, Astha Shrestha
Archaeology at TSAR 2025 Shared Task Teaching Small Models to do CEFR Simplifications
Rareş-Alexandru Roşcan, Sergiu Nisioi
SQUREL at TSAR 2025 Shared Task CEFR-Controlled Text Simplification with Prompting and Reinforcement Fine-Tuning
Daria Sokova, Anastasiia Bezobrazova, Constantin Orasan
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.