Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 40(36), 30261--30269, 2026.

Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 40(36), 30261--30269, 2026.

Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang

CAMERA: Multi-Matrix Joint Compression for MoE Models via Micro-Expert Redundancy Analysis

Proceedings of the AAAI Conference on Artificial Intelligence, 40(32), 27395--27404, 2026.

Xu, Yuzhuang and Han, Xu and Zhang, Yuanchi and Wang, Yixuan and Liu, Yijun and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang

CAMERA: Multi-Matrix Joint Compression for MoE Models via Micro-Expert Redundancy Analysis

Proceedings of the AAAI Conference on Artificial Intelligence, 40(32), 27395--27404, 2026.

Xu, Yuzhuang and Han, Xu and Zhang, Yuanchi and Wang, Yixuan and Liu, Yijun and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang

Judge Q: Trainable Queries for Optimized Information Retention in KV Cache Eviction

Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), 32240--32248, 2026.

Liu, Yijun and Wang, Yixuan and Xu, Yuzhuang and Ji, Shiyu and Xu, Yang and Zhu, Qingfu and Che, Wanxiang

Judge Q: Trainable Queries for Optimized Information Retention in KV Cache Eviction

Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), 32240--32248, 2026.

Liu, Yijun and Wang, Yixuan and Xu, Yuzhuang and Ji, Shiyu and Xu, Yang and Zhu, Qingfu and Che, Wanxiang

CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 39(22), 23678--23686, 2025.

Cheng, Zihui and Chen, Qiguang and Zhang, Jin and Fei, Hao and Feng, Xiaocheng and Che, Wanxiang and Li, Min and Qin, Libo

CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 39(22), 23678--23686, 2025.

Cheng, Zihui and Chen, Qiguang and Zhang, Jin and Fei, Hao and Feng, Xiaocheng and Che, Wanxiang and Li, Min and Qin, Libo

Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 19116--19125, 2024.

Wang, Dingzirui and Dou, Longxu and Zhang, Wenbin and Zeng, Junyu and Che, Wanxiang

Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models

Proceedings of the AAAI Conference on Artificial Intelligence, 19116--19125, 2024.

Wang, Dingzirui and Dou, Longxu and Zhang, Wenbin and Zeng, Junyu and Che, Wanxiang

Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification

Proceedings of the AAAI Conference on Artificial Intelligence, 3018--3027, 2024.

Li, Bohan and Xu, Xiao and Wang, Xinghao and Hou, Yutai and Feng, Yunlong and Wang, Feng and Zhang, Xuanliang and Zhu, Qingfu and Che, Wanxiang

Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification

Proceedings of the AAAI Conference on Artificial Intelligence, 3018--3027, 2024.

Li, Bohan and Xu, Xiao and Wang, Xinghao and Hou, Yutai and Feng, Yunlong and Wang, Feng and Zhang, Xuanliang and Zhu, Qingfu and Che, Wanxiang

BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning

Proceedings of the AAAI Conference on Artificial Intelligence, 37(9), 10637-10647.

Xiao Xu and Chenfei Wu and Shachar Rosenman and Vasudev Lal and Wanxiang Che and Nan Duan

BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning

Proceedings of the AAAI Conference on Artificial Intelligence, 37(9), 10637-10647.

Xiao Xu and Chenfei Wu and Shachar Rosenman and Vasudev Lal and Wanxiang Che and Nan Duan

MultiSpider: towards benchmarking multilingual text-to-SQL semantic parsing

Proceedings of the AAAI Conference on Artificial Intelligence, 12745--12753, 2023.

Dou, Longxu and Gao, Yan and Pan, Mingyang and Wang, Dingzirui and Che, Wanxiang and Zhan, Dechen and Lou, Jian-Guang

MultiSpider: towards benchmarking multilingual text-to-SQL semantic parsing

Proceedings of the AAAI Conference on Artificial Intelligence, 12745--12753, 2023.

Dou, Longxu and Gao, Yan and Pan, Mingyang and Wang, Dingzirui and Che, Wanxiang and Zhan, Dechen and Lou, Jian-Guang

Text Is No More Enough! A Benchmark for Profile-Based Spoken Language Understanding

Proceedings of the AAAI Conference on Artificial Intelligence, 11575--11585, 2022.

Xu, Xiao and Qin, Libo and Chen, Kaiji and Wu, Guoxing and Li, Linlin and Che, Wanxiang

Text Is No More Enough! A Benchmark for Profile-Based Spoken Language Understanding

Proceedings of the AAAI Conference on Artificial Intelligence, 11575--11585, 2022.

Xu, Xiao and Qin, Libo and Chen, Kaiji and Wu, Guoxing and Li, Linlin and Che, Wanxiang

C2c-genda: Cluster-to-cluster generation for data augmentation of slot filling

Proceedings of the AAAI Conference on Artificial Intelligence, 13027--13035, 2021.

Hou, Yutai and Chen, Sanyuan and Che, Wanxiang and Chen, Cheng and Liu, Ting

C2c-genda: Cluster-to-cluster generation for data augmentation of slot filling

Proceedings of the AAAI Conference on Artificial Intelligence, 13027--13035, 2021.

Hou, Yutai and Chen, Sanyuan and Che, Wanxiang and Chen, Cheng and Liu, Ting

Few-shot learning for multi-label intent detection

Proceedings of the AAAI Conference on Artificial Intelligence, 13036--13044, 2021.

Hou, Yutai and Lai, Yongkui and Wu, Yushan and Che, Wanxiang and Liu, Ting

Few-shot learning for multi-label intent detection

Proceedings of the AAAI Conference on Artificial Intelligence, 13036--13044, 2021.

Hou, Yutai and Lai, Yongkui and Wu, Yushan and Che, Wanxiang and Liu, Ting

Dcr-net: A deep co-interactive relation network for joint dialog act recognition and sentiment classification

Proceedings of the AAAI conference on artificial intelligence, 8665--8672, 2020.

Qin, Libo and Che, Wanxiang and Li, Yangming and Ni, Mingheng and Liu, Ting

Dcr-net: A deep co-interactive relation network for joint dialog act recognition and sentiment classification

Proceedings of the AAAI conference on artificial intelligence, 8665--8672, 2020.

Qin, Libo and Che, Wanxiang and Li, Yangming and Ni, Mingheng and Liu, Ting

Discriminative Sentence Modeling for Story Ending Prediction

The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI} 2020, The Thirty-Second Innovative Applications of Artificial Intelligence Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA, February 7-12, 2020, 7602--7609, 2020.

Yiming Cui and Wanxiang Che and Wei{-}Nan Zhang and Ting Liu and Shijin Wang and Guoping Hu

Discriminative Sentence Modeling for Story Ending Prediction

The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI} 2020, The Thirty-Second Innovative Applications of Artificial Intelligence Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA, February 7-12, 2020, 7602--7609, 2020.

Yiming Cui and Wanxiang Che and Wei{-}Nan Zhang and Ting Liu and Shijin Wang and Guoping Hu

Knowledge graph grounded goal planning for open-domain conversation generation

Proceedings of the AAAI Conference on Artificial Intelligence, 9338--9345, 2020.

Xu, Jun and Wang, Haifeng and Niu, Zhengyu and Wu, Hua and Che, Wanxiang

Knowledge graph grounded goal planning for open-domain conversation generation

Proceedings of the AAAI Conference on Artificial Intelligence, 9338--9345, 2020.

Xu, Jun and Wang, Haifeng and Niu, Zhengyu and Wu, Hua and Che, Wanxiang

Multi-task self-supervised learning for disfluency detection

Proceedings of the AAAI Conference on Artificial Intelligence, 9193--9200, 2020.

Wang, Shaolei and Che, Wanxiang and Liu, Qi and Qin, Pengda and Liu, Ting and Wang, William Yang

Multi-task self-supervised learning for disfluency detection

Proceedings of the AAAI Conference on Artificial Intelligence, 9193--9200, 2020.

Wang, Shaolei and Che, Wanxiang and Liu, Qi and Qin, Pengda and Liu, Ting and Wang, William Yang

Understanding medical conversations with scattered keyword attention and weak supervision from responses

Proceedings of the AAAI Conference on Artificial Intelligence, 8838--8845, 2020.

Shi, Xiaoming and Hu, Haifeng and Che, Wanxiang and Sun, Zhongqian and Liu, Ting and Huang, Junzhou

Understanding medical conversations with scattered keyword attention and weak supervision from responses

Proceedings of the AAAI Conference on Artificial Intelligence, 8838--8845, 2020.

Shi, Xiaoming and Hu, Haifeng and Che, Wanxiang and Sun, Zhongqian and Liu, Ting and Huang, Junzhou

A Neural Transition-Based Approach for Semantic Dependency Graph Parsing

Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018, 5561--5568, 2018.

Yuxuan Wang and Wanxiang Che and Jiang Guo and Ting Liu

A Neural Transition-Based Approach for Semantic Dependency Graph Parsing

Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018, 5561--5568, 2018.

Yuxuan Wang and Wanxiang Che and Jiang Guo and Ting Liu

A Representation Learning Framework for Multi-Source Transfer Parsing

Proceedings of the Thirtieth {AAAI} Conference on Artificial Intelligence, February 12-17, 2016, Phoenix, Arizona, {USA}, 2734--2740, 2016.

Jiang Guo and Wanxiang Che and David Yarowsky and Haifeng Wang and Ting Liu

A Representation Learning Framework for Multi-Source Transfer Parsing

Proceedings of the Thirtieth {AAAI} Conference on Artificial Intelligence, February 12-17, 2016, Phoenix, Arizona, {USA}, 2734--2740, 2016.

Jiang Guo and Wanxiang Che and David Yarowsky and Haifeng Wang and Ting Liu

Effective Bilingual Constraints for Semi-Supervised Learning of NamedEntity Recognizers

Proceedings of the Twenty-Seventh {AAAI} Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, {USA}, 2013.

Mengqiu Wang and Wanxiang Che and Christopher D. Manning

Effective Bilingual Constraints for Semi-Supervised Learning of NamedEntity Recognizers

Proceedings of the Twenty-Seventh {AAAI} Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, {USA}, 2013.

Mengqiu Wang and Wanxiang Che and Christopher D. Manning