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• W4382938482 abstract "Extraction of Application Programming Interfaces (APIs) and their semantic relations from unstructured text (e.g., Stack Overflow) is a fundamental work for software engineering tasks (e.g., API recommendation). However, existing approaches are rule-based and sequence-labeling based. They must manually enumerate the rules or label data for a wide range of sentence patterns, which involves a significant amount of labor overhead and is exacerbated by morphological and common-word ambiguity. In contrast to matching or labeling API entities and relations, this paper formulates heterogeneous API extraction and API relation extraction task as a sequence-to-sequence generation task, and proposes AERJE, an API entity-relation joint extraction model based on the large pre-trained language model. After training on a small number of ambiguous but correctly labeled data, AERJE builds a multi-task architecture that extracts API entities and relations from unstructured text using dynamic prompts. We systematically evaluate AERJE on a set of long and ambiguous sentences from Stack Overflow. The experimental results show that AERJE achieves high accuracy and discrimination ability in API entity-relation joint extraction, even with zero or few-shot fine-tuning." @default.
• W4382938482 created "2023-07-04" @default.
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• W4382938482 date "2023-07-03" @default.
• W4382938482 modified "2023-10-06" @default.
• W4382938482 title "API Entity and Relation Joint Extraction from Text via Dynamic Prompt-tuned Language Model" @default.
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• W4382938482 doi "https://doi.org/10.1145/3607188" @default.
• W4382938482 hasPublicationYear "2023" @default.
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