3 code implementations • ACL 2022 • Yanzeng Li, Jiangxia Cao, Xin Cong, Zhenyu Zhang, Bowen Yu, Hongsong Zhu, Tingwen Liu
Chinese pre-trained language models usually exploit contextual character information to learn representations, while ignoring the linguistics knowledge, e. g., word and sentence information.
no code implementations • 15 Oct 2024 • Yunfan Xiong, Ruoyu Zhang, Yanzeng Li, Tianhao Wu, Lei Zou
Under low temperature setting, DySpec can improve the throughput up to 9. 1$\times$ and reduce the latency up to 9. 4$\times$ on Llama2-70B.
no code implementations • 22 Aug 2024 • Yanzeng Li, Cheng Zeng, Jinchao Zhang, Jie zhou, Lei Zou
Additionally, a well-tuned Diffusion Transformer (DiT) model is incorporated to generate medical images according to the specified patient attributes in the KG.
no code implementations • 3 Aug 2024 • Xuan Yi, Yanzeng Li, Lei Zou
Multi-modal knowledge graphs have emerged as a powerful approach for information representation, combining data from different modalities such as text, images, and videos.
no code implementations • 13 Apr 2024 • Yanzeng Li, Cheng Zeng, Jialun Zhong, Ruoyu Zhang, Minhao Zhang, Lei Zou
Simulated Patients (SPs) play a crucial role in clinical medical education by providing realistic scenarios for student practice.
1 code implementation • 30 Oct 2023 • Ruoyu Zhang, Yanzeng Li, Yongliang Ma, Ming Zhou, Lei Zou
Recently, the superior few-shot performance of large language models (LLMs) has propelled the development of dataset generation, where the training data are solely synthesized from LLMs.
no code implementations • 11 Sep 2023 • Minhao Zhang, Yongliang Ma, Yanzeng Li, Ruoyu Zhang, Lei Zou, Ming Zhou
Incorporating multiple knowledge sources is proven to be beneficial for answering complex factoid questions.
no code implementations • 9 Aug 2023 • Yirui Zhan, Yanzeng Li, Minhao Zhang, Lei Zou
With the introduction of deep learning models, semantic parsingbased knowledge base question answering (KBQA) systems have achieved high performance in handling complex questions.
1 code implementation • 7 Sep 2022 • Yanzeng Li, Zilong Zheng, Wenjuan Han, Lei Zou
Semantic Web technology has successfully facilitated many RDF models with rich data representation methods.
no code implementations • 20 Aug 2022 • Yanzeng Li, Lei Zou
Furthermore, we also design a cloud-based self-adaptive task scheduling for gBuilder to ensure its scalability on large-scale knowledge graph construction.
no code implementations • 12 Jul 2022 • Xiaolei Diao, Daqian Shi, Hao Tang, Qiang Shen, Yanzeng Li, Lei Wu, Hao Xu
The long-tail effect is a common issue that limits the performance of deep learning models on real-world datasets.
1 code implementation • Findings (NAACL) 2022 • Minhao Zhang, Ruoyu Zhang, Yanzeng Li, Lei Zou
Semantic parsing solves knowledge base (KB) question answering (KBQA) by composing a KB query, which generally involves node extraction (NE) and graph composition (GC) to detect and connect related nodes in a query.
no code implementations • NAACL 2021 • Yanzeng Li, Bowen Yu, Li Quangang, Tingwen Liu
In this paper, we introduce FITAnnotator, a generic web-based tool for efficient text annotation.
1 code implementation • ACL 2020 • Yanzeng Li, Bowen Yu, Mengge Xue, Tingwen Liu
Most Chinese pre-trained models take character as the basic unit and learn representation according to character's external contexts, ignoring the semantics expressed in the word, which is the smallest meaningful utterance in Chinese.