| 2026 | What Exactly do Children Receive in Language Acquisition? A Case Study on CHILDES with Automated Detection of Filler-Gap Dependencies. | Zhenghao Zhou, William Dai, Maya Viswanathan, Simon Charlow, R. Thomas McCoy, Robert Frank |
| 2026 | Event-Guided Slot Interaction for Multi-Domain Dialogue State Tracking. | Ying Xia, Wei Liu |
| 2026 | Frontmatter. | |
| 2026 | Who Generates More Empathetic Responses - Humans or LLMs? A Comparative Evaluation with Human and LLM Judges. | Anuradha Welivita, Fawzia Zeitoun, Pearl Pu |
| 2026 | Similar Predictions, Different Processes: A Multi-Level Comparison of Human and Multimodal LLM Language Prediction. | Shuqi Wang, Zhenguang G. Cai |
| 2026 | Symbolic Grounding Reveals Representational Bottlenecks in Abstract Visual Reasoning. | Mohit Vaishnav, Tanel Tammet |
| 2026 | Logic-Level Evaluation of Logical Table-to-Text Generation. | Lena Trigg, Dean F. Hougen, Ahsan Bilal |
| 2026 | ThinkStruct: RST-Aware Attention for Logical Reasoning in Machine Reading Comprehension. | Nhi-Thao Tran, Tien Le, Toan Pham, Quoc Hoang Vu |
| 2026 | Metric Grammars: A usage-based grammatical formalism that supports generation, parsing and morphological innovation. | Whitney Tabor, Hyosun Lee |
| 2026 | Addressing the Ecological Fallacy in Larger LMs with Human Context. | Nikita Soni, Dhruv Vijay Kunjadiya, Pratham Piyush Shah, Dikshya Mohanty, H. Andrew Schwartz, Niranjan Balasubramanian |
| 2026 | Language Models Learn Constructional Semantics, Not To Mention Syntax: Investigating LM Understanding of Paired-Focus Constructions. | Wesley Scivetti, Ethan Gotlieb Wilcox, Nathan Schneider, Kanishka Misra, Leonie Weissweiler |
| 2026 | A Dataset for Oral Reading in Young English Readers. | Madison Rose, Michael Bennie, Valeria Pagliai, Hatice Kubra Karakis, Qian Shen, Xinyi Tai, Walter L. Leite, Zoey Liu |
| 2026 | Sense and Sensitivity: "Reasoning" Models are More Robust, but can Diverge from Human Consensus in a Legal Interpretation Task. | Dawson Petersen, Abhishek Purushothama, Nathan Schneider |
| 2026 | CAIT: A Syntactic Parsing Toolkit for Child-Adult InTeractions. | Francesca Padovani, Xiulin Yang, Bastian Bunzeck, Jaap Jumelet, Yevgen Matusevych, Nathan Schneider, Arianna Bisazza |
| 2026 | Word predictability estimates from language models are not robust to tokenizer vocabulary. | Kien Nguyen, Suhas Arehalli |
| 2026 | A framework for analyzing concept representations in neural models. | Burin Naowarat, Hao Tang, Sharon Goldwater |
| 2026 | What Brain Data Adds to Language Model Training. | Gabriele Merlin, Omer Moussa, Mariya Toneva |
| 2026 | Capturing Classic Authorial Style in Long-Form Story Generation with GRPO Fine-Tuning. | Jinlong Liu, Mark G. Lee, Mohammed Bahja, Venelin Kovatchev |
| 2026 | Examining Large Language Models' form-meaning mappings of information structure constructions in Mandarin Chinese. | Shihui Li, Xiaojuan Tan, Jelke Bloem |
| 2026 | RECAP: Resistance Capture in Text-based Mental Health Counseling with Large Language Models. | Anqi Li, Yuqian Chen, Yu Lu, Zhaoming Chen, Yi Zhu, Yuan Xie, Zhenzhong Lan |
| 2026 | Mechanistic Interpretability of Animacy Effects on Structure Choice in GPT-2. | Yue Li, Yan Cong, Elaine J. Francis |
| 2026 | From Sparse to Sense-Grounded: Wikipedia Training for Ukrainian Visual-WSD. | Yurii Laba, Rostyslav Hryniv |
| 2026 | Traces of Social Competence in Large Language Models. | Tom Kouwenhoven, Michiel van der Meer, Max J. van Duijn |
| 2026 | Harnessing Linguistic Dissimilarity for Language Generalization on Unseen Low-Resource Varieties. | Jinju Kim, Haeji Jung, Youjeong Roh, Jong Hwan Ko, David R. Mortensen |
| 2026 | Information-Theoretic Storage Cost in Sentence Comprehension. | Kohei Kajikawa, Shinnosuke Isono, Ethan Gotlieb Wilcox |