Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms
Unscoped Episodic Logical Forms (ULF) is a semantic representation for English sentences which captures semantic type structure, allows for linguistic inferences, and provides a basis for further resolution into Episodic Logic (EL). We present an application of pre-trained autoregressive language mo...
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| Format: | Article |
| Language: | English |
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LibraryPress@UF
2022-05-01
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| Series: | Proceedings of the International Florida Artificial Intelligence Research Society Conference |
| Online Access: | https://journals.flvc.org/FLAIRS/article/view/130703 |
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| _version_ | 1849763370656333824 |
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| author | Erin Gibson Lane Lawley |
| author_facet | Erin Gibson Lane Lawley |
| author_sort | Erin Gibson |
| collection | DOAJ |
| description | Unscoped Episodic Logical Forms (ULF) is a semantic representation for English sentences which captures semantic type structure, allows for linguistic inferences, and provides a basis for further resolution into Episodic Logic (EL). We present an application of pre-trained autoregressive language models to the task of rendering ULFs into English, and show that ULF's properties reduce the required training data volume for this approach when compared to AMR. We also show that the same system, when applied in reverse, performs well as an English-to-ULF parser. |
| format | Article |
| id | doaj-art-c08e82a6de334625a514e9d904871cbe |
| institution | DOAJ |
| issn | 2334-0754 2334-0762 |
| language | English |
| publishDate | 2022-05-01 |
| publisher | LibraryPress@UF |
| record_format | Article |
| series | Proceedings of the International Florida Artificial Intelligence Research Society Conference |
| spelling | doaj-art-c08e82a6de334625a514e9d904871cbe2025-08-20T03:05:26ZengLibraryPress@UFProceedings of the International Florida Artificial Intelligence Research Society Conference2334-07542334-07622022-05-013510.32473/flairs.v35i.13070366902Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical FormsErin GibsonLane LawleyUnscoped Episodic Logical Forms (ULF) is a semantic representation for English sentences which captures semantic type structure, allows for linguistic inferences, and provides a basis for further resolution into Episodic Logic (EL). We present an application of pre-trained autoregressive language models to the task of rendering ULFs into English, and show that ULF's properties reduce the required training data volume for this approach when compared to AMR. We also show that the same system, when applied in reverse, performs well as an English-to-ULF parser.https://journals.flvc.org/FLAIRS/article/view/130703 |
| spellingShingle | Erin Gibson Lane Lawley Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms Proceedings of the International Florida Artificial Intelligence Research Society Conference |
| title | Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms |
| title_full | Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms |
| title_fullStr | Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms |
| title_full_unstemmed | Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms |
| title_short | Language-Model-Based Parsing and English Generation for Unscoped Episodic Logical Forms |
| title_sort | language model based parsing and english generation for unscoped episodic logical forms |
| url | https://journals.flvc.org/FLAIRS/article/view/130703 |
| work_keys_str_mv | AT eringibson languagemodelbasedparsingandenglishgenerationforunscopedepisodiclogicalforms AT lanelawley languagemodelbasedparsingandenglishgenerationforunscopedepisodiclogicalforms |