Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints.

Kaikai An Kaikai An Shuzheng Si Helan Hu Haozhe Zhao Yuchi Wang Qingyan Guo Baobao Chang Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints. 1020-1029 2025 ACL (2) https://doi.org/10.18653/v1/2025.acl-short.79 conf/acl/2025-2 db/conf/acl/acl2025-2.html#AnSHZWGC25 Shuzheng Si Haozhe Zhao Gang Chen 0039 Cheng Gao Yuzhuo Bai Zhitong Wang Kaikai An Kangyang Luo Chen Qian Fanchao Qi Baobao Chang Maosong Sun 0001 Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering. 16469-16488 2025 ACL (1) https://aclanthology.org/2025.acl-long.804/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#SiZ0GBWALQQC025 Shuzheng Si Haozhe Zhao Gang Chen 0039 Yunshui Li Kangyang Luo Chuancheng Lv Kaikai An Fanchao Qi Baobao Chang Maosong Sun 0001 GATEAU: Selecting Influential Samples for Long Context Alignment. 7380-7411 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.375 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#SiZCLLLAQCS25 streams/conf/emnlp Kaikai An Fangkai Yang Liqun Li Junting Lu Sitao Cheng Shuzheng Si Lu Wang 0029 Pu Zhao 0004 Lele Cao Qingwei Lin Saravan Rajmohan Dongmei Zhang 0001 Baobao Chang Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation. 18289-18308 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.923 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#AnYLLCSWZCLRZC25 streams/conf/emnlp Kaikai An Li Sheng Ganqu Cui Shuzheng Si Ning Ding Yu Cheng Baobao Chang UltraIF: Advancing Instruction Following from the Wild. 18711-18726 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.945 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#AnSCSDCC25 streams/conf/emnlp

Kaikai An Li Sheng Ganqu Cui Shuzheng Si Ning Ding Yu Cheng Baobao Chang UltraIF: Advancing Instruction Following from the Wild. 2025 February abs/2502.04153 CoRR https://doi.org/10.48550/arXiv.2502.04153 db/journals/corr/corr2502.html#abs-2502-04153 streams/journals/corr

Shuzheng Si Haozhe Zhao Gang Chen 0039 Cheng Gao Yuzhuo Bai Zhitong Wang Kaikai An Kangyang Luo Chen Qian Fanchao Qi Baobao Chang Maosong Sun 0001 Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering. 2025 February abs/2502.07340 CoRR https://doi.org/10.48550/arXiv.2502.07340 db/journals/corr/corr2502.html#abs-2502-07340 streams/journals/corr

Shuzheng Si Helan Hu Haozhe Zhao Shuang Zeng Kaikai An Zefan Cai Baobao Chang Improving the Robustness of Distantly-Supervised Named Entity Recognition via Uncertainty-Aware Teacher Learning and Student-Student Collaborative Learning. 5533-5546 2024 ACL (Findings) https://doi.org/10.18653/v1/2024.findings-acl.329 https://aclanthology.org/2024.findings-acl.329 conf/acl/2024f db/conf/acl/acl2024f.html#SiHZZACC24 Kaikai An Fangkai Yang Junting Lu Liqun Li Zhixing Ren Hao Huang Lu Wang 0029 Pu Zhao 0004 Yu Kang 0006 Hua Ding Qingwei Lin Saravan Rajmohan Dongmei Zhang 0001 Qi Zhang 0066 Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides. 4471-4474 2024 ECAI https://doi.org/10.3233/FAIA241032 conf/ecai/2024 db/conf/ecai/ecai2024.html#AnYLLRHW00DLR0Z24 Tianyu He Junliang Guo Runyi Yu 0002 Yuchi Wang Jialiang Zhu Kaikai An Leyi Li Xu Tan 0003 Chunyu Wang 0001 Han Hu 0001 HsiangTao Wu Sheng Zhao 0002 Jiang Bian 0002 GAIA: Zero-shot Talking Avatar Generation. 2024 ICLR https://openreview.net/forum?id=ATEawsFUj4 conf/iclr/2024 db/conf/iclr/iclr2024.html#HeG0WZAL0W0WZ024 Haozhe Zhao Zefan Cai Shuzheng Si Xiaojian Ma 0001 Kaikai An Liang Chen 0024 Zixuan Liu 0001 Sheng Wang 0012 Wenjuan Han Baobao Chang MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning. 2024 ICLR https://openreview.net/forum?id=5KojubHBr8 conf/iclr/2024 db/conf/iclr/iclr2024.html#ZhaoCSMA0LWHC24 Haozhe Zhao Zefan Cai Shuzheng Si Liang Chen 0024 Yufeng He Kaikai An Baobao Chang Mitigating Language-Level Performance Disparity in mPLMs via Teacher Language Selection and Cross-lingual Self-Distillation. 2893-2907 2024 NAACL-HLT https://doi.org/10.18653/v1/2024.naacl-long.160 conf/naacl/2024 db/conf/naacl/naacl2024.html#ZhaoCSCHAC24 Yuchi Wang Shuhuai Ren Rundong Gao Linli Yao Qingyan Guo Kaikai An Jianhong Bai Xu Sun 0001 LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation? 6699-6715 2024 NAACL-HLT https://doi.org/10.18653/v1/2024.naacl-long.373 conf/naacl/2024 db/conf/naacl/naacl2024.html#WangRGYGAB024 Haozhe Zhao Xiaojian (Shawn) Ma Liang Chen 0024 Shuzheng Si Rujie Wu Kaikai An Peiyu Yu Minjia Zhang Qing Li 0003 Baobao Chang UltraEdit: Instruction-based Fine-Grained Image Editing at Scale. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/05a30a0fc9e6bacdd3abd4ca8508a9e6-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#ZhaoMCSWAYZLC24

Kaikai An Fangkai Yang Liqun Li Zhixing Ren Hao Huang Lu Wang 0029 Pu Zhao 0004 Yu Kang 0006 Hua Ding Qingwei Lin Saravan Rajmohan Qi Zhang 0066 Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides. 2024 abs/2402.17531 CoRR https://doi.org/10.48550/arXiv.2402.17531 db/journals/corr/corr2402.html#abs-2402-17531

Haozhe Zhao Zefan Cai Shuzheng Si Liang Chen 0024 Yufeng He Kaikai An Baobao Chang Mitigating Language-Level Performance Disparity in mPLMs via Teacher Language Selection and Cross-lingual Self-Distillation. 2024 abs/2404.08491 CoRR https://doi.org/10.48550/arXiv.2404.08491 db/journals/corr/corr2404.html#abs-2404-08491

Yuchi Wang Shuhuai Ren Rundong Gao Linli Yao Qingyan Guo Kaikai An Jianhong Bai Xu Sun 0001 LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation? 2024 abs/2404.10763 CoRR https://doi.org/10.48550/arXiv.2404.10763 db/journals/corr/corr2404.html#abs-2404-10763

Kaikai An Fangkai Yang Liqun Li Junting Lu Sitao Cheng Lu Wang 0029 Pu Zhao 0004 Lele Cao Qingwei Lin Saravan Rajmohan Dongmei Zhang 0001 Qi Zhang 0066 Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation. 2024 abs/2406.13372 CoRR https://doi.org/10.48550/arXiv.2406.13372 db/journals/corr/corr2406.html#abs-2406-13372

Haozhe Zhao Xiaojian Ma 0001 Liang Chen 0024 Shuzheng Si Rujie Wu Kaikai An Peiyu Yu Minjia Zhang Qing Li 0003 Baobao Chang UltraEdit: Instruction-based Fine-Grained Image Editing at Scale. 2024 abs/2407.05282 CoRR https://doi.org/10.48550/arXiv.2407.05282 db/journals/corr/corr2407.html#abs-2407-05282 streams/journals/corr

Kaikai An Shuzheng Si Helan Hu Haozhe Zhao Yuchi Wang Qingyan Guo Baobao Chang Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints. 2024 abs/2409.14469 CoRR https://doi.org/10.48550/arXiv.2409.14469 db/journals/corr/corr2409.html#abs-2409-14469 streams/journals/corr

Shuzheng Si Haozhe Zhao Gang Chen 0039 Yunshui Li Kangyang Luo Chuancheng Lv Kaikai An Fanchao Qi Baobao Chang Maosong Sun 0001 Selecting Influential Samples for Long Context Alignment via Homologous Models' Guidance and Contextual Awareness Measurement. 2024 abs/2410.15633 CoRR https://doi.org/10.48550/arXiv.2410.15633 db/journals/corr/corr2410.html#abs-2410-15633 streams/journals/corr

Kaikai An Ce Zheng Bofei Gao Haozhe Zhao Baobao Chang Coarse-to-Fine Dual Encoders are Better Frame Identification Learners. 13455-13466 2023 EMNLP (Findings) https://doi.org/10.18653/v1/2023.findings-emnlp.897 https://aclanthology.org/2023.findings-emnlp.897 conf/emnlp/2023f db/conf/emnlp/emnlp2023f.html#AnZGZC23

Xinyu Liu Yan Ding Kaikai An Chunyang Xiao Pranava Madhyastha Tong Xiao 0001 Jingbo Zhu Towards Robust Aspect-based Sentiment Analysis through Non-counterfactual Augmentations. 2023 abs/2306.13971 CoRR https://doi.org/10.48550/arXiv.2306.13971 db/journals/corr/corr2306.html#abs-2306-13971

Haozhe Zhao Zefan Cai Shuzheng Si Xiaojian Ma 0001 Kaikai An Liang Chen 0024 Zixuan Liu 0001 Sheng Wang 0012 Wenjuan Han Baobao Chang MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning. 2023 abs/2309.07915 CoRR https://doi.org/10.48550/arXiv.2309.07915 db/journals/corr/corr2309.html#abs-2309-07915

Kaikai An Ce Zheng Bofei Gao Haozhe Zhao Baobao Chang Coarse-to-Fine Dual Encoders are Better Frame Identification Learners. 2023 abs/2310.13316 CoRR https://doi.org/10.48550/arXiv.2310.13316 db/journals/corr/corr2310.html#abs-2310-13316

Helan Hu Shuzheng Si Haozhe Zhao Shuang Zeng Kaikai An Zefan Cai Baobao Chang Distantly-Supervised Named Entity Recognition with Uncertainty-aware Teacher Learning and Student-student Collaborative Learning. 2023 abs/2311.08010 CoRR https://doi.org/10.48550/arXiv.2311.08010 db/journals/corr/corr2311.html#abs-2311-08010

Yuliang Liu Xiangru Tang Zefan Cai Junjie Lu Yichi Zhang 0010 Yanjun Shao Zexuan Deng Helan Hu Zengxian Yang Kaikai An Ruijun Huang Shuzheng Si Sheng Chen Haozhe Zhao Zhengliang Li Liang Chen 0024 Yiming Zong Yan Wang 0015 Tianyu Liu 0001 Zhiwei Jiang 0001 Baobao Chang Yujia Qin Wangchunshu Zhou Yilun Zhao 0001 Arman Cohan Mark Gerstein ML-Bench: Large Language Models Leverage Open-source Libraries for Machine Learning Tasks. 2023 abs/2311.09835 CoRR https://doi.org/10.48550/arXiv.2311.09835 db/journals/corr/corr2311.html#abs-2311-09835

Tianyu He Junliang Guo Runyi Yu 0002 Yuchi Wang Jialiang Zhu Kaikai An Leyi Li Xu Tan 0003 Chunyu Wang 0001 Han Hu 0001 HsiangTao Wu Sheng Zhao 0002 Jiang Bian 0002 GAIA: Zero-shot Talking Avatar Generation. 2023 abs/2311.15230 CoRR https://doi.org/10.48550/arXiv.2311.15230 db/journals/corr/corr2311.html#abs-2311-15230

Jun Guo Jingjing Hu Yuhua Lai Kaikai An Zhengxiao Zhang Vision Detection System Based on Mixed Recognition of Gesture and Speech. 348-353 2022 ICACT https://doi.org/10.23919/ICACT53585.2022.9728919 conf/icact/2022 db/conf/icact/icact2022.html#GuoHLAZ22 Jun Guo Jingjing Hu Yuhua Lai Kaikai An Zhengxiao Zhang Vision Detection System Based on Mixed Recognition of Gesture and Speech. 348-353 2021 ICACT https://doi.org/10.23919/ICACT51234.2021.9370408 conf/icact/2021 db/conf/icact/icact2021.html#GuoHLAZ21 Jianhong Bai Yuzhuo Bai Jiang Bian 0002 Zefan Cai Le-le CaoLele Cao Baobao Chang Gang Chen 0039 Liang Chen 0024 Sheng Chen Sitao Cheng Yu Cheng Arman Cohan Ganqu Cui Zexuan Deng Hua Ding Ning Ding Yan Ding Bofei Gao Cheng Gao Rundong Gao Mark Gerstein Jun Guo Junliang Guo Qingyan Guo Wenjuan Han Tianyu He Yufeng He Han Hu 0001 Helan Hu Jingjing Hu Hao Huang Ruijun Huang Zhiwei Jiang 0001 Yu Kang 0006 Yuhua Lai Leyi Li Liqun Li Qing Li 0003 Yunshui Li Zhengliang Li Qingwei Lin Tianyu Liu 0001 Xinyu Liu Yuliang Liu Zixuan Liu 0001 Junjie Lu Junting Lu Kangyang Luo Chuancheng Lv Xiaojian Ma 0001Xiaojian (Shawn) Ma Pranava Swaroop MadhyasthaPranava Madhyastha Fanchao Qi Chen Qian Yujia Qin Saravan Rajmohan Shuhuai Ren Zhixing Ren Yanjun Shao Li Sheng Shuzheng Si Maosong Sun 0001 Xu Sun 0001 Xu Tan 0003 Xiangru Tang Chunyu Wang 0001 Lu Wang 0029 Sheng Wang 0012 Yan Wang 0015 Yuchi Wang Zhitong Wang HsiangTao Wu Rujie Wu Chunyang Xiao Tong Xiao 0001 Fangkai Yang Zengxian Yang Linli Yao Peiyu Yu Runyi Yu 0002 Shuang Zeng Dongmei Zhang 0001 Minjia Zhang Qi Zhang 0066 Yichi Zhang 0010 Zhengxiao Zhang Haozhe Zhao Pu Zhao 0004 Sheng Zhao 0002 Yilun Zhao 0001 Ce Zheng Wangchunshu Zhou Jialiang Zhu Jingbo Zhu Yiming Zong