Human language technologies

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

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公開日

SkillWiki: A Living Knowledge Infrastructure for Agent Skills

Dingcheng Huang, Yu Ding, Bingshuo Liu, Qingbin Liu, Xi Chen, Jiang Bian, Hongliang Sun, Zhiying Tu, Dianhui Chu, Xiaoyan Yu, Dianbo Sui

June 2026

arXiv | June 2026

公開日

Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases

Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin

ICML 2026 | June 2026

公開日

DEPART: DEcomposing PARiTy across Multilingual LLMs

Manan Uppadhyay, Prashant Kodali, Pranjal A. Chitale, Reshma Ramaprasad, Himanshu Beniwal, Sunayana Sitaram

May 2026

arXiv | May 2026

プロジェクト

公開日

IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference

Xintong Yang, Hao Gu, Bin Xu, Lujun Li, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo

May 2026

arXiv | May 2026

公開日

ECHO: Terminal Agents Learn World Models for Free

Vaishnavi Shrivastava, Piero Kauffmann, Ahmed Awadallah, Dimitris Papailiopoulos

May 2026

arXiv | May 2026

公開日

Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?

Jeonghye Kim, Xufang Luo, Minbeom Kim, Sangmook Lee, Dohyung Kim, Jiwon Jeon, Dongsheng Li, Yuqing Yang

2026 COLM | May 2026

公開日

MemGym: a Long-Horizon Memory Environment for LLM Agents

Wujiang Xu, Yu Wang, Kai Mei, Kaiqu Liang, Zhenting Wang, Ming Jin, Han Zhang, Shi-Xiong Zhang, Wenyue Hua, Sambit Sahu, Dimitris N. Metaxas

May 2026

arXiv | May 2026

公開日

STAR-P’olyaMath: Multi-Agent Reasoning under Persistent Meta-Strategic Supervision

Jiaao Wu, Xian Zhang, Han Liu, Sophia Zhang, Fan Yang, Yinpeng Dong

May 2026

arXiv | May 2026

公開日

Multi-agent AI systems outperform human teams in creativity

Tiancheng Hu, Yixuan Jiang, Haotian Li, Jos'e Hern'andez-Orallo, Xing Xie, Nigel Collier, David Stillwell, Luning Sun

May 2026

arXiv | May 2026

公開日

GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations

Jingbo Yang, Kwei-Herng Lai, Xiaowen Wang, Shiyu Chang, Y. Harari, Evgeniy Gabrilovich

May 2026

arXiv | May 2026