Smarter Not Harder: Generative Process Evaluation with Intrinsic-Signal Driving and Ability‑Adaptive Reward Shaping
Tao He · Rongchuan Mu · Lizi Liao · Yixin Cao · Yang Li · Yijia Luo · Weixun Wang · Ming Liu · Bing Qin
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Tao He · Rongchuan Mu · Lizi Liao · Yixin Cao · Yang Li · Yijia Luo · Weixun Wang · Ming Liu · Bing Qin
Zhihan Zhang · Lizi Liao
Chart-to-code generation converts a chart image into an executable plotting script, enabling faithful reproduction and editable visualizations. Existing methods are largely Python-centric, limiting practical use and overlooking a critical source of supervision: the same chart can be expressed by...
Yi Han · Haiqi Lu · Lizi Liao · Shuhan Zhou · Yuanxing Liu · Weinan Zhang · Ting Liu
Social bot accounts have long been disseminating disinformation and engaging in malicious activities on social media platforms. Detecting these social bots has become a critical and urgent task, essential for maintaining a healthy online ecosystem. Existing social bot detection research usually p...
Shuai Ling · Lizi Liao · Dongmei Jiang · Weili Guan
Large language models (LLMs) have remarkable capabilities, but adapting them to specialized domains poses a fundamental question: how should accumulated experience be represented and leveraged? Existing approaches represent experience either as explicit textual artifacts in prompts ( e.g. , retri...
Yuqi Chu · Lizi Liao · Jinggui Liang · Boyang Li · Richang Hong
Emotional support conversation systems strive to emulate the empathetic depth of human therapists, yet current approaches often fail due to the “Cognitive Gap”—the inability to discern the latent psychological evaluations driving a user’s distress. Existing retrieval-augmented generation paradigm...
Jinggui Liang · Lizi Liao
Large Language Models (LLMs) excel at diverse tasks, but remain vulnerable to malicious inputs such as jailbreak attacks. Current one-size-fits-all safety guardrails built from static datasets ignore each model’s unique safety profile and often force trade-offs between safety and utility. To addr...
Mingjin Kuai · Qianyin Xiao · Juncheng Li · Jin Peng · Lizi Liao · Wei Ji
Video Corpus Moment Retrieval (VCMR) requires models to efficiently retrieve and precisely locate specific moments relevant to natural language queries within a massive, untrimmed video corpus. However, existing discriminative approaches typically rely on shallow visual-textual feature matching m...
Huy M. Le · Dat Tien Nguyen · Ngan T. T. Vo · Tuan D. Q. Nguyen · Nguyen Binh Le · Duy Minh Ho Nguyen · Daniel Sonntag · Lizi Liao · Binh T. Nguyen