Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385571285> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W4385571285 abstract "Elliptical coordinated compound noun phrases (ECCNPs), a special kind of coordination ellipsis, are a common phenomenon in German medical texts. As their presence is known to affect the performance in downstream tasks such as entity extraction and disambiguation, their resolution can be a useful preprocessing step in information extraction pipelines. In this work, we present a new comprehensive dataset of more than 4,000 manually annotated ECCNPs in German medical text, along with the respective ground truth resolutions. Based on this data, we propose a generative encoder-decoder Transformer model, allowing for a simple end-to-end resolution of ECCNPs from raw input strings with very high accuracy (90.5% exact match score). We compare our approach to an elaborate rule-based baseline, which the generative model outperforms by a large margin. We further investigate different scenarios for prompting large language models (LLM) to resolve ECCNPs. In a zero-shot setting, performance is remarkably poor (21.6% exact matches), as the LLM tends to apply complex changes to the inputs unrelated to our specific task. We also find no improvement over the generative model when using the LLM for post-filtering of generated candidate resolutions." @default.
- W4385571285 created "2023-08-05" @default.
- W4385571285 creator A5006643663 @default.
- W4385571285 creator A5053012847 @default.
- W4385571285 creator A5070031768 @default.
- W4385571285 creator A5085818578 @default.
- W4385571285 creator A5092596252 @default.
- W4385571285 date "2023-01-01" @default.
- W4385571285 modified "2023-09-25" @default.
- W4385571285 title "Resolving Elliptical Compounds in German Medical Text" @default.
- W4385571285 doi "https://doi.org/10.18653/v1/2023.bionlp-1.26" @default.
- W4385571285 hasPublicationYear "2023" @default.
- W4385571285 type Work @default.
- W4385571285 citedByCount "0" @default.
- W4385571285 crossrefType "proceedings-article" @default.
- W4385571285 hasAuthorship W4385571285A5006643663 @default.
- W4385571285 hasAuthorship W4385571285A5053012847 @default.
- W4385571285 hasAuthorship W4385571285A5070031768 @default.
- W4385571285 hasAuthorship W4385571285A5085818578 @default.
- W4385571285 hasAuthorship W4385571285A5092596252 @default.
- W4385571285 hasBestOaLocation W43855712851 @default.
- W4385571285 hasConcept C111919701 @default.
- W4385571285 hasConcept C118505674 @default.
- W4385571285 hasConcept C119857082 @default.
- W4385571285 hasConcept C121332964 @default.
- W4385571285 hasConcept C132964779 @default.
- W4385571285 hasConcept C137293760 @default.
- W4385571285 hasConcept C146849305 @default.
- W4385571285 hasConcept C148524875 @default.
- W4385571285 hasConcept C154775046 @default.
- W4385571285 hasConcept C154945302 @default.
- W4385571285 hasConcept C162324750 @default.
- W4385571285 hasConcept C165801399 @default.
- W4385571285 hasConcept C166957645 @default.
- W4385571285 hasConcept C187736073 @default.
- W4385571285 hasConcept C199360897 @default.
- W4385571285 hasConcept C204321447 @default.
- W4385571285 hasConcept C2780451532 @default.
- W4385571285 hasConcept C34736171 @default.
- W4385571285 hasConcept C39890363 @default.
- W4385571285 hasConcept C41008148 @default.
- W4385571285 hasConcept C62520636 @default.
- W4385571285 hasConcept C66322947 @default.
- W4385571285 hasConcept C774472 @default.
- W4385571285 hasConcept C95457728 @default.
- W4385571285 hasConceptScore W4385571285C111919701 @default.
- W4385571285 hasConceptScore W4385571285C118505674 @default.
- W4385571285 hasConceptScore W4385571285C119857082 @default.
- W4385571285 hasConceptScore W4385571285C121332964 @default.
- W4385571285 hasConceptScore W4385571285C132964779 @default.
- W4385571285 hasConceptScore W4385571285C137293760 @default.
- W4385571285 hasConceptScore W4385571285C146849305 @default.
- W4385571285 hasConceptScore W4385571285C148524875 @default.
- W4385571285 hasConceptScore W4385571285C154775046 @default.
- W4385571285 hasConceptScore W4385571285C154945302 @default.
- W4385571285 hasConceptScore W4385571285C162324750 @default.
- W4385571285 hasConceptScore W4385571285C165801399 @default.
- W4385571285 hasConceptScore W4385571285C166957645 @default.
- W4385571285 hasConceptScore W4385571285C187736073 @default.
- W4385571285 hasConceptScore W4385571285C199360897 @default.
- W4385571285 hasConceptScore W4385571285C204321447 @default.
- W4385571285 hasConceptScore W4385571285C2780451532 @default.
- W4385571285 hasConceptScore W4385571285C34736171 @default.
- W4385571285 hasConceptScore W4385571285C39890363 @default.
- W4385571285 hasConceptScore W4385571285C41008148 @default.
- W4385571285 hasConceptScore W4385571285C62520636 @default.
- W4385571285 hasConceptScore W4385571285C66322947 @default.
- W4385571285 hasConceptScore W4385571285C774472 @default.
- W4385571285 hasConceptScore W4385571285C95457728 @default.
- W4385571285 hasLocation W43855712851 @default.
- W4385571285 hasOpenAccess W4385571285 @default.
- W4385571285 hasPrimaryLocation W43855712851 @default.
- W4385571285 hasRelatedWork W2886490473 @default.
- W4385571285 hasRelatedWork W3025621567 @default.
- W4385571285 hasRelatedWork W3098382480 @default.
- W4385571285 hasRelatedWork W3161911362 @default.
- W4385571285 hasRelatedWork W3177920269 @default.
- W4385571285 hasRelatedWork W4287598411 @default.
- W4385571285 hasRelatedWork W4287854527 @default.
- W4385571285 hasRelatedWork W4297895924 @default.
- W4385571285 hasRelatedWork W4313303565 @default.
- W4385571285 hasRelatedWork W4362014186 @default.
- W4385571285 isParatext "false" @default.
- W4385571285 isRetracted "false" @default.
- W4385571285 workType "article" @default.