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Knowledge Graphs in Natural Language Processing @ ACL 2021 A regular update from Michael Galkin on the SOTA applications of KG in the world of words: Neural Databases & Retrieval KG-augmented Language Models KG Embeddings & Link Prediction Entity Alignment KG Construction, Entity Linking, Relation Extraction KGQA: Temporal, Conversational, and AMR.