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natural language processing artificial intelligence information extraction natural language understanding systemt explainability human in the loop semantic role labeling machine learning nlp reasoning multilingual srl amr deep learning data management active learning knowledge bases enterprise interpretability gumshoe acl vldb emnlp knowledge graph tutorial text analytics citizen tech jennifer chatbot covid-19 rule-based text normalization parsing 锛�锛�锛帮紝銆赌锛达絽锝橈綌銆赌锛�锝忥綊锝嶏絹锝尵背� visual ide coling term disambiguation big data #bigdatauo structure demonstration named entities enterprise search natural language interface to databases natural language query natural language data management systemml declarative analytics transparent machine learning question answering computational linguistics computer computer interaction evaluation tooling knowledge ide chi naacl llm pattern large language model keynote genai mean representation machine learning models nlp applications ai nasem new voices misinformation fact checking semantic parsing crosslingual research entity resolution xai xnlp document conversion table understanding table extraction challenges solutions meaning representation shallow semantic parsing natural language generation artificial intelligent