🚀 Thrilled to share SheffieldNLP’s accepted papers at EMNLP 2025 #EMNLP2025! 🎉 Here’s a poster with (most of) them, a few more will be added soon! We’ll also highlight preprints in this thread as they appear ⬇️

New EMNLP 2025 paper analyzes Chain-of-Thought dynamics in LLMs! We investigate if CoT is active guidance or unfaithful post-hoc rationalization in soft-reasoning tasks across different model types. huggingface.co/papers/2508.19…

IntrEx: The first dataset for engagement modeling in educational dialogues It provides sequence-level annotations for interestingness & expected interestingness in teacher-student chats, collected from over 100 second-language learners.