Less Is More: Elevating RAG via Performance-Driven Context Compression
Ziqiang Cui · Yunpeng Weng · Xing Tang · Peiyang Liu · Shiwei Li · Bowei He · Jiamin Chen · Yansen Zhang · xiuqiang He · Rui Zhang · Chen Ma
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Ziqiang Cui · Yunpeng Weng · Xing Tang · Peiyang Liu · Shiwei Li · Bowei He · Jiamin Chen · Yansen Zhang · xiuqiang He · Rui Zhang · Chen Ma
Yao Lai · Xuyuan Xiong · Zeyue Xue · Guojin Chen · Jing Wang · Xihui Liu · Rui Zhang · Robert Mullins · Bei Yu · Ping Luo
xiaoquan Yi · Haixing Wu · Haozhao Wang · Yichen Li · Yuhua Li · Rui Zhang · Ruixuan Li
The proliferation of Large Language Models (LLMs) has saturated social media platforms with hyper-realistic posts, rendering traditional detection methods that rely on low-level artifacts or unimodal statistics increasingly ineffective. In this work, we identify a fundamental semantic distinction...
Jiantong Jiang · Peiyu Yang · Rui Zhang · Feng Liu
Despite the rapid advancements of large language models (LLMs), LLM serving systems remain memory-intensive and costly. The key-value (KV) cache, which stores KV tensors during autoregressive decoding, is crucial for enabling low-latency, high-throughput LLM inference serving. In this survey, we...
Yao Wu · Chengyi Liu · Wenqi Fan · Rui Zhang
Sequential recommendation predicts the next items a user will interact with by modeling evolving preferences over time. Recent diffusion-based generative recommenders show promise in capturing complex dependencies, but they typically treat temporal context as an external conditioning signal rathe...
Yijing Shan · Haozhao Wang · Yichen Li · Linfei Ji · Wenchao Xu · Cheng Wang · Zehua Lyu · Rui Zhang · Ruixuan Li
Yichen Li · Yichen Tan · Yijing Shan · Haozhao Wang · Rui Zhang · Imran Razzak · Ruixuan Li
Qiyu Qin · Yichen Li · Haozhao Wang · Cheng Wang · Rui Zhang · Ruixuan Li