Let's Chat to Find the APIs: Connecting Human, LLM and Knowledge Graph through AI Chain

API recommendation methods have evolved from literal and semantic keyword matching to query expansion and query clarification. The latest query clarification method is knowledge graph (KG)-based, but limitations include out-of-vocabulary (OOV) failures and rigid question templates. To address these...

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Bibliographic Details
Main Authors: Huang, Qing, Wan, Zhenyu, Xing, Zhenchang, Wang, Changjing, Chen, Jieshan, Xu, Xiwei, Lu, Qinghua
Format: Conference Proceeding
Language:English
Subjects:
API recommendation
Computing methodologies
Computing methodologies > Artificial intelligence
Computing methodologies > Artificial intelligence > Natural language processing
Computing methodologies > Artificial intelligence > Natural language processing > Information extraction
Data models
Information systems
Information systems > Data management systems
Information systems > Data management systems > Database design and models
Information systems > Data management systems > Database design and models > Graph-based database models
Information systems > Data management systems > Information integration
Information systems > Information retrieval
Information systems > Information retrieval > Document representation
Information systems > Information retrieval > Document representation > Ontologies
Information systems > Information retrieval > Information retrieval query processing
Information systems > Information retrieval > Information retrieval query processing > Query intent
Information systems > Information retrieval > Information retrieval query processing > Query reformulation
Information systems > Information retrieval > Retrieval tasks and goals
Information systems > Information retrieval > Retrieval tasks and goals > Question answering
Information systems > World Wide Web
Information systems > World Wide Web > Web data description languages
Information systems > World Wide Web > Web data description languages > Semantic web description languages
Knowledge based systems
knowledge graph
Knowledge graphs
large language model
Oral communication
out-of-vocabulary
query clarification
Semantics
Software engineering
Theory of computation
Theory of computation > Theory and algorithms for application domains
Theory of computation > Theory and algorithms for application domains > Machine learning theory
Theory of computation > Theory and algorithms for application domains > Machine learning theory > Active learning
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