Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025)

Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor 2025-05 Association for Computational Linguistics Albuquerque, NM text conference publication 979-8-89176-245-9 repl4nlp-ws-2025-1 10.18653/v1/2025.repl4nlp-1.0 https://aclanthology.org/2025.repl4nlp-1.0/ DEPTH: Discourse Education through Pre-Training Hierarchically Zachary Elisha Bamberger author Ofek Glick author Chaim Baskin author Yonatan Belinkov author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 bamberger-etal-2025-depth 10.18653/v1/2025.repl4nlp-1.1 https://aclanthology.org/2025.repl4nlp-1.1/ 2025-05 1 25 Tracking Universal Features Through Fine-Tuning and Model Merging Niels Nielsen Horn author Desmond Elliott author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 horn-elliott-2025-tracking 10.18653/v1/2025.repl4nlp-1.2 https://aclanthology.org/2025.repl4nlp-1.2/ 2025-05 26 37 Prompt Tuning Can Simply Adapt Large Language Models to Text Encoders Kaiyan Zhao author Qiyu Wu author Zhongtao Miao author Yoshimasa Tsuruoka author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 zhao-etal-2025-prompt 10.18653/v1/2025.repl4nlp-1.3 https://aclanthology.org/2025.repl4nlp-1.3/ 2025-05 38 50 Cross-Modal Learning for Music-to-Music-Video Description Generation Zhuoyuan Mao author Mengjie Zhao author Qiyu Wu author Zhi Zhong author Wei-Hsiang Liao author Hiromi Wakaki author Yuki Mitsufuji author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 mao-etal-2025-cross 10.18653/v1/2025.repl4nlp-1.4 https://aclanthology.org/2025.repl4nlp-1.4/ 2025-05 51 58 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension Saahith Janapati author Yangfeng Ji author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 janapati-ji-2025-comparative 10.18653/v1/2025.repl4nlp-1.5 https://aclanthology.org/2025.repl4nlp-1.5/ 2025-05 59 86 Choose Your Words Wisely: Domain-adaptive Masking Makes Language Models Learn Faster Vanshpreet S Kohli author Aaron Monis author Radhika Mamidi author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 kohli-etal-2025-choose 10.18653/v1/2025.repl4nlp-1.6 https://aclanthology.org/2025.repl4nlp-1.6/ 2025-05 87 91 Efficient Document-level Event Relation Extraction Ruochen Li author Zimu Wang author Xinya Du author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 li-etal-2025-efficient 10.18653/v1/2025.repl4nlp-1.7 https://aclanthology.org/2025.repl4nlp-1.7/ 2025-05 92 99 Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition Ahnaf Mozib Samin author Shekhar Nayak author Andrea De Marco author Claudia Borg author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 samin-etal-2025-investigating 10.18653/v1/2025.repl4nlp-1.8 https://aclanthology.org/2025.repl4nlp-1.8/ 2025-05 100 107 Reverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference Resolution Tatiana Anikina author Arne Binder author David Harbecke author Stalin Varanasi author Leonhard Hennig author Simon Ostermann author Sebastian Möller author Josef van Genabith author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 anikina-etal-2025-reverse 10.18653/v1/2025.repl4nlp-1.9 https://aclanthology.org/2025.repl4nlp-1.9/ 2025-05 108 119 Punctuation Restoration Improves Structure Understanding without Supervision Junghyun Min author Minho Lee author Woochul Lee author Yeonsoo Lee author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 min-etal-2025-punctuation 10.18653/v1/2025.repl4nlp-1.10 https://aclanthology.org/2025.repl4nlp-1.10/ 2025-05 120 130 Amuro & Char: Analyzing the Relationship between Pre-Training and Fine-Tuning of Large Language Models Kaiser Sun author Mark Dredze author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 sun-dredze-2025-amuro 10.18653/v1/2025.repl4nlp-1.11 https://aclanthology.org/2025.repl4nlp-1.11/ 2025-05 131 151 State Space Models are Strong Text Rerankers Zhichao Xu author Jinghua Yan author Ashim Gupta author Vivek Srikumar author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 xu-etal-2025-state 10.18653/v1/2025.repl4nlp-1.12 https://aclanthology.org/2025.repl4nlp-1.12/ 2025-05 152 169 Large Language Models Are Overparameterized Text Encoders Thennal D K author Tim Fischer author Chris Biemann author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 k-etal-2025-large 10.18653/v1/2025.repl4nlp-1.13 https://aclanthology.org/2025.repl4nlp-1.13/ 2025-05 170 184 Vocabulary-level Memory Efficiency for Language Model Fine-tuning Miles Williams author Nikolaos Aletras author 2025-05 text Proceedings of the 10th Workshop on Representation Learning for NLP (RepL4NLP-2025) Vaibhav Adlakha editor Alexandra Chronopoulou editor Xiang Lorraine Li editor Bodhisattwa Prasad Majumder editor Freda Shi editor Giorgos Vernikos editor Association for Computational Linguistics Albuquerque, NM conference publication 979-8-89176-245-9 williams-aletras-2025-vocabulary 10.18653/v1/2025.repl4nlp-1.14 https://aclanthology.org/2025.repl4nlp-1.14/ 2025-05 185 196