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Neural Semantic Parsing - Materialübersicht

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Kursübersicht

Seminarplan

DatumSitzungMaterialien
25.10.EinführungFolien
01.11.Intro to NN and Seq2Seq
08.11."A Corpus and Semantic Parser for Multilingual Natural Language Querying of OpenStreetMap"
"Improving a Neural Semantic Parser by Counterfactual Learning from Human Bandit Feedback"
15.11."Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task"
"SParC: Cross-Domain Semantic Parsing in Context"
22.11."SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning"
"SyntaxSQLNet: Syntax Tree Networks for Complex and Cross-DomainText-to-SQL Task"
29.11."Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing"
06.12."Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions"
13.12."RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers"
20.12."RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases"
10.01."Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing"
17.01."PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models"
24.01."CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases"
"Speak to your Parser: Interactive Text-to-SQL with Natural Language Feedback"
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