Search Results for author: Tianshi Zheng

Found 4 papers, 3 papers with code

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction

1 code implementation22 Apr 2024 Zheye Deng, Chunkit Chan, Weiqi Wang, Yuxi Sun, Wei Fan, Tianshi Zheng, Yauwai Yim, Yangqiu Song

The task of condensing large chunks of textual information into concise and structured tables has gained attention recently due to the emergence of Large Language Models (LLMs) and their potential benefit for downstream tasks, such as text summarization and text mining.

Text Summarization

Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation

no code implementations25 Dec 2023 Jiaxin Bai, Yicheng Wang, Tianshi Zheng, Yue Guo, Xin Liu, Yangqiu Song

Although many applications require the use of knowledge for explanations, the utilization of abductive reasoning in conjunction with structured knowledge, such as a knowledge graph, remains largely unexplored.

Knowledge Graphs Logical Reasoning

Sequential Query Encoding For Complex Query Answering on Knowledge Graphs

1 code implementation25 Feb 2023 Jiaxin Bai, Tianshi Zheng, Yangqiu Song

Instead of parameterizing and executing the computational graph, SQE first uses a search-based algorithm to linearize the computational graph to a sequence of tokens and then uses a sequence encoder to compute its vector representation.

Complex Query Answering

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