Search Results for author: Amy Xin

Found 5 papers, 4 papers with code

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning

1 code implementation25 Nov 2024 Amy Xin, Jinxin Liu, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li

Drawing inspiration from the graph modeling of knowledge, AtomR leverages large language models (LLMs) to decompose complex questions into combinations of three atomic knowledge operators, significantly enhancing the reasoning process at both the planning and execution stages.

Hallucination Question Answering +2

Improving Text Embeddings for Smaller Language Models Using Contrastive Fine-tuning

1 code implementation1 Aug 2024 Trapoom Ukarapol, Zhicheng Lee, Amy Xin

While Large Language Models show remarkable performance in natural language understanding, their resource-intensive nature makes them less accessible.

Language Modeling Language Modelling +2

LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking

1 code implementation4 Jul 2024 Amy Xin, Yunjia Qi, Zijun Yao, Fangwei Zhu, Kaisheng Zeng, Xu Bin, Lei Hou, Juanzi Li

Entity Linking (EL) models are well-trained at mapping mentions to their corresponding entities according to a given context.

Data Augmentation Entity Linking

VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering

no code implementations6 Jul 2023 Zijun Yao, Yuanyong Chen, Xin Lv, Shulin Cao, Amy Xin, Jifan Yu, Hailong Jin, Jianjun Xu, Peng Zhang, Lei Hou, Juanzi Li

We present Visual Knowledge oriented Programming platform (VisKoP), a knowledge base question answering (KBQA) system that integrates human into the loop to edit and debug the knowledge base (KB) queries.

Knowledge Base Question Answering Program induction +2

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