Published in Journal of Computer Science and Technology (JCST), 2026
Recommended citation: H Liang, ZH Wong, R Liu, Y Wang, M Qiang, Z Zhao, C Shen, C He, et al. (2026). "Data Preparation for Large Language Models." Journal of Computer Science and Technology.
Published in Technical Report (1st Place Winner of ICML SeePhys Challenge 2025), 2025
Recommended citation: H Liang, R Wu, B Zeng, J Niu, W Zhang, B Dong. (2025). "Multimodal Reasoning for Science: Technical Report and 1st Place Solution to the ICML 2025 SeePhys Challenge."
Published in ICDE 2026, 2026
Recommended citation: Q Cai*, H Liang*, C Xu*, T Xie, W Zhang, B Cui. (2026). "Text2SQL-Flow: A Robust SQL-Aware Data Augmentation Framework for Text-to-SQL." ICDE 2026.
Published in WWW 2026, 2026
Recommended citation: H Liang*, Q Cai*, H Dong, M Qiang, R An, Z Han, Z Zhu, B Cui, W Zhang. (2026). "LoVR: A Benchmark for Long Video Retrieval in Multimodal Contexts." WWW 2026.
Published in KDD 2026, 2026
Recommended citation: C Shen*, ZH Wong*, R He*, H Liang*, M Qiang, Z Meng, Z Zhao, B Zeng, et al. (2026). "Let's Verify Math Questions Step by Step." KDD 2026. (Project Leader)
Published in ICLR 2026, 2026
Recommended citation: L Ma, H Liang, M Qiang, L Tang, X Ma, ZH Wong, J Niu, C Shen, R He, et al. (2026). "Learning What Reinforcement Learning Can't: Interleaved Online Fine-Tuning for Hardest Questions." ICLR 2026.
Published in NeurIPS 2025, 2025
Recommended citation: R An, S Yang, R Zhang, Z Shen, M Lu, G Dai, H Liang, Z Guo, S Yan, et al. (2025). "UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens." NeurIPS 2025.
Published in ACM MM 2025, 2025
Recommended citation: Z Liu*, H Liang*, B Li, T Bai, W Xiong, C Chen, C He, W Zhang, B Cui. (2025). "SynthVLM: High-Efficiency and High-Quality Synthetic Data for Vision Language Models." ACM MM 2025.
Published in ACL 2025 (Oral), 2025
Recommended citation: Z Wang, Q Yu, S Wei, Z Li, F Xiong, X Wang, S Niu, H Liang, W Zhang. (2025). "QAEncoder: Towards Aligned Representation Learning in Question Answering Systems." ACL 2025 (Oral).
Published in ICDE 2025, 2025
Recommended citation: M Zheng*, H Liang*, F Yang, H Sun, T Li, L Xiong, Y Zhang, Y Wu, K Li, et al. (2025). "PAS: Data-Efficient Plug-and-Play Prompt Augmentation System." ICDE 2025.
Published in ICLR 2025, 2025
Recommended citation: M Chen, H Sun, T Li, F Yang, H Liang, K Lu, B Cui, W Zhang, Z Zhou, et al. (2025). "Facilitating Multi-Turn Function Calling for LLMs via Compositional Instruction Tuning." ICLR 2025.
Published in ACL 2025, 2025
Recommended citation: L Sun*, H Liang*, J Wei, B Yu, T Li, F Yang, Z Zhou, W Zhang. (2025). "MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification." ACL 2025.
Published in ACM MM 2025, 2025
Recommended citation: H Liang*, L Sun*, M Zhou*, T Li, Z Wu, M Lin, L Sun, Y Zhou, Y Zhang, et al. (2025). "MathScape: Evaluating MLLMs in Multimodal Math Scenarios through a Hierarchical Benchmark." ACM MM 2025.
Published in ACL 2025, 2025
Recommended citation: T Zhang, C Zhu, Y Shen, W Luo, Y Zhang, H Liang, F Yang, M Lin, Y Qiao, et al. (2025). "CFBench: A Comprehensive Constraints-Following Benchmark for LLMs." ACL 2025.
Published in NeurIPS 2025, 2025
Recommended citation: T Guo*, H Chen*, H Liang*, M Qiang, B Zeng, L Sun, B Cui, W Zhang. (2025). "BRACE: A Benchmark for Robust Audio Caption Quality Evaluation." NeurIPS 2025. (Project Leader)