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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 9 of 9 1 Joint Detection and Coreference Resolution of Entities and Events with Document-level Context Aggregation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Ji, Heng; Kriman, Samuel. - : Underline Science Inc., 2021 Abstract: Constructing knowledge graphs from unstructured text is an important task that is relevant to many domains. Most previous work focuses on extracting information from sentences or paragraphs, due to the difficulty of analyzing longer contexts. In this paper we propose a new jointly trained model that can be used for various information extraction tasks at the document level. The tasks performed in this paper are entity and event identification, typing, and coreference resolution. In order to improve entity and event extraction, we utilize context-aware representations aggregated from the detected mentions of the corresponding entities and event triggers across the entire document. By extending our system to document-level, we can improve our results by incorporating cross-sentence dependencies and additional contextual information that might not be available at the sentence level, which allows for more globally optimized predictions. We evaluate our system on documents from the ACE05-E+ dataset and find ... URL: https://underline.io/lecture/30052-joint-detection-and-coreference-resolution-of-entities-and-events-with-document-level-context-aggregation https://dx.doi.org/10.48448/sees-jz22 BASE Hide details 2 Stage-wise Fine-tuning for Graph-to-Text Generation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Ji, Heng; Lin, Victoria. - : Underline Science Inc., 2021 BASE Show details 3 HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hockenmaier, Julia; Ji, Heng. - : Underline Science Inc., 2021 BASE Show details 4 InfoSurgeon: Cross-Media Fine-grained Information Consistency Checking for Fake News Detection ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bansal, Mohit; Chang, Shih-Fu. - : Underline Science Inc., 2021 BASE Show details 5 Learning Shared Semantic Space for Speech-to-Text Translation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Han, Chi; Ji, Heng. - : Underline Science Inc., 2021 BASE Show details 6 Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Ji, Heng; Lai, Tuan. - : Underline Science Inc., 2021 BASE Show details 7 Event-Centric Natural Language Processing ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chen, Muhao; Ji, Heng. - : Underline Science Inc., 2021 BASE Show details 8 VAULT: VAriable Unified Long Text Representation for Machine Reading Comprehension ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Ferritto, Anthony; Florian, Radu. - : Underline Science Inc., 2021 BASE Show details 9 Fine-grained Information Extraction from Biomedical Literature based on Knowledge-enriched Abstract Meaning Representation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Elsayed, Ahmed; Ji, Heng. - : Underline Science Inc., 2021 BASE Show details

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