1 code implementation • 27 Feb 2024 • Wenqi Zhang, Ke Tang, Hai Wu, Mengna Wang, Yongliang Shen, Guiyang Hou, Zeqi Tan, Peng Li, Yueting Zhuang, Weiming Lu
Large Language Models exhibit robust problem-solving capabilities for diverse tasks.
no code implementations • 4 Jan 2024 • Wenqi Zhang, Yongliang Shen, Linjuan Wu, Qiuying Peng, Jun Wang, Yueting Zhuang, Weiming Lu
Experiments conducted on a series of reasoning and translation tasks with different LLMs serve to underscore the effectiveness and generality of our strategy.
1 code implementation • 30 Nov 2023 • Yongliang Shen, Kaitao Song, Xu Tan, Wenqi Zhang, Kan Ren, Siyu Yuan, Weiming Lu, Dongsheng Li, Yueting Zhuang
To this end, we introduce TaskBench to evaluate the capability of LLMs in task automation.
no code implementations • 14 Oct 2023 • Wenqi Zhang, Yongliang Shen, Qingpeng Nong, Zeqi Tan, Yanna Ma, Weiming Lu
To generate a tree with expression as its node, we employ a layer-wise parallel decoding strategy: we decode multiple independent expressions (leaf nodes) in parallel at each layer and repeat parallel decoding layer by layer to sequentially generate these parent node expressions that depend on others.
Ranked #2 on Math Word Problem Solving on MathQA
1 code implementation • 12 Jun 2023 • Wenqi Zhang, Yongliang Shen, Weiming Lu, Yueting Zhuang
Various industries such as finance, meteorology, and energy generate vast amounts of heterogeneous data every day.
1 code implementation • 26 May 2023 • Yongliang Shen, Zeqi Tan, Shuhui Wu, Wenqi Zhang, Rongsheng Zhang, Yadong Xi, Weiming Lu, Yueting Zhuang
Prompt learning is a new paradigm for utilizing pre-trained language models and has achieved great success in many tasks.
Ranked #1 on Nested Named Entity Recognition on ACE 2004
no code implementations • 3 Nov 2022 • Zeqi Tan, Yongliang Shen, Xuming Hu, Wenqi Zhang, Xiaoxia Cheng, Weiming Lu, Yueting Zhuang
Joint entity and relation extraction has been a core task in the field of information extraction.
Contrastive Learning Joint Entity and Relation Extraction +1
1 code implementation • 21 Oct 2022 • Wenqi Zhang, Yongliang Shen, Yanna Ma, Xiaoxia Cheng, Zeqi Tan, Qingpeng Nong, Weiming Lu
Math word problem solver requires both precise relation reasoning about quantities in the text and reliable generation for the diverse equation.
Ranked #1 on Math Word Problem Solving on Math23K (using extra training data)