Jianting Liu — accepted AI-conference papers

2025

Constraint-Awareness and Graph Reasoning for Temporal Question Answering

Zheng Sun, Kai Zhang, Xiulong Zhang, Jianting Liu

ICASSP 2025accepted

Knowledge Graphs(KGs) have achieved notable improvements in Question Answering(QA) tasks. However, many facts in the real world are subject to time constraints. Although previous methods have made significant progress, they are still limited by the following: Firstly, in neural reasoning, constraint…

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2024

S3Prompt: Instructing the Model with Self-calibration, Self-recall and Self-aggregation to Improve In-context Learning

Junda Chen, Jianting Liu

COLING 2024main

Large language models achieve impressive results by inferring conditional probability distributions in the context of user input to generate responses. However, they still have the following limitations in practical applications: 1) User queries are often colloquial and do not conform to the conditi…

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