Human language technologies

Advancing how machines understand and generate human language across speech, text, and translation.

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Published Date

Publication

Cognitive Chain-of-Thought (CoCoT): Structured Multimodal Reasoning about Social Situations

Eunkyu Park, Wesley Deng, Gunhee Kim, Motahhare Eslami, Maarten Sap

July 2025

arXiv | July 2025

Publication

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang

The 63rd Annual Meeting of the Association for Computational Linguistics (ACL ’25) | July 2025

Project Project

Publication

LM Agents for Coordinating Multi-User Information Gathering

Harsh Jhamtani, Jacob Andreas, Ben Van Durme

ACL | July 2025

Publication

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICML 2025 | July 2025

Github Project

Publication

Scaling Laws of Synthetic Data for Language Models

Zeyu Qin, Qingxiu Dong, Xingxing Zhang, Li Dong, Xiaolong Huang, Ziyi Yang, Mahmoud Khademi, Dongdong Zhang, Hany Hassan Awadalla, Yi R. Fung, Weizhu Chen, Minhao Cheng, Furu Wei

COLM 2025 | July 2025

Publication

PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling

Zefan Cai, Yichi Zhang, Bofei Gao, Yuliang Liu, Tianyu Liu, Keming Lu, Wayne Xiong, Yue Dong, Baobao Chang, Junjie Hu, Wen Xiao

COLM 2025 | July 2025

Publication

Sequential Diagnosis with Language Models

Harsha Nori, M. Daswani, Christopher Kelly, Scott M. Lundberg, Marco Túlio Ribeiro, Marc Wilson, Xiaoxuan Liu, V. Sounderajah, Jonathan M. Carlson, Matthew P Lungren, Bay Gross, Peter Hames, Mustafa Suleyman, Dominic King, Eric Horvitz

July 2025

Publication