MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Qingyao Ai · Yichen Tang · Changyue Wang · Jianming Long · Weihang Su · Yiqun LIU
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Qingyao Ai · Yichen Tang · Changyue Wang · Jianming Long · Weihang Su · Yiqun LIU
Kaiyuan Zhang · Jiaqi Li · Yueyue Wu · Haitao Li · Cheng Luo · Shaokun Zou · Yujia Zhou · Weihang Su · Yiqun LIU · Qingyao Ai
Mock trial has long served as an important platform for professional legal training and education. Traditional mock trials are difficult to access by the public because they rely on professional tutors and human participants. Fortunately, the rise of large language models (LLMs) provides new oppo...
Bangde Du · Minghao Guo · Songming He · Ziyi Ye · Xi Zhu · Weihang Su · Shuqi Zhu · Yujia Zhou · Yongfeng Zhang · Qingyao Ai · Yiqun LIU
Large Language Models (LLMs) are exhibiting emergent human-like abilities and are envisioned as the tool for simulating an individual’s communication patterns, behaviors, and personality traits. However, current evaluations of LLM-based persona simulation remain limited: most rely on synthetic di...
Yiteng Tu · Weihang Su · Shuguang Han · Yiqun LIU · Qingyao Ai
Ranking plays a central role in connecting users and providers in Information Retrieval (IR) systems, making provider-side fairness an important challenge. While recent research has begun to address fairness in ranking, most existing approaches adopt an equality-based perspective, aiming to ensur...
Yiteng Tu · Shuo Miao · Weihang Su · Yiqun LIU · Qingyao Ai
Analytical information needs, such as trend analysis and causal impact assessment, are prevalent across various domains including law, finance, science, and much more. However, existing information retrieval paradigms, whether based on relevance-oriented document ranking or retrieval-augmented ge...
Weihang Su · Anzhe Xie · Qingyao Ai · Jianming Long · Xuanyi Chen · Jiaxin Mao · Ziyi Ye · Yiqun LIU
The exponential growth of scientific literature has created a pressing need for automated survey generation. Although recent LLM-based agents have shown promise in automating this task, current progress is hindered by the lack of a standardized, scalable evaluation protocol. Existing evaluation m...
Weihang Su · Xuanyi Chen · Yueyue Wu · Qingyao Ai · Yiqun LIU
Automating the drafting of judgment documents is pivotal to judicial efficiency, yet it remains challenging due to the dual requirements of comprehensive retrieval of legal information and rigorous logical reasoning. Existing approaches, typically relying on standard Retrieval-Augmented Generatio...
Junjie Chen · Weihang Su · Zhumin Chu · Haitao Li · Yujia Zhou · Dingbo Yuan · XUDONG WANG · Jun Zhou · Yiqun LIU · Min Zhang · Shaoping Ma · Qingyao Ai
Changyue Wang · Weihang Su · Qingyao Ai · Yiqun LIU