An Investigation of LLMs' Inefficacy in Understanding Converse Relations Oct 8, 2023 Knowledge Graph Completion Question Answering
Code Code Available 5 QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback-based Self-Correction Mar 18, 2024 Semantic Parsing
Code Code Available 5 DeepA2: A Modular Framework for Deep Argument Analysis with Pretrained Neural Text2Text Language Models Oct 4, 2021 Argument Mining Logical Reasoning Reading Comprehension
Code Code Available 5 One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline May 18, 2021 AMR Parsing AMR-to-Text Generation
Code Code Available 5 SADGA: Structure-Aware Dual Graph Aggregation Network for Text-to-SQL Nov 1, 2021 Semantic Parsing Text to SQL
Code Code Available 5 Break It Down: A Question Understanding Benchmark Jan 31, 2020 Open-Domain Question Answering Question Answering
Code Code Available 5 ReasonBERT: Pre-trained to Reason with Distant Supervision Sep 10, 2021 Extractive Question-Answering Question Answering
Code Code Available 5 Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing Dec 23, 2020 Decoder Deep Attention
Code Code Available 5 Where, What, Why: Towards Explainable Driver Attention Prediction Jun 29, 2025 Autonomous Driving Autonomous Vehicles
Code Code Available 5 Learning Algebraic Recombination for Compositional Generalization Jul 14, 2021 Semantic Parsing
Code Code Available 5 Language Independent Neuro-Symbolic Semantic Parsing for Form Understanding May 8, 2023 Form Graph Neural Network
Code Code Available 5 Learning Dependency-Based Compositional Semantics Jan 1, 2013 Semantic Parsing
Code Code Available 5 Knowledge Base Question Answering via Encoding of Complex Query Graphs Oct 1, 2018 Knowledge Base Question Answering Question Answering
Code Code Available 5 KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge Base May 1, 2022 Conversational Question Answering Entity Disambiguation
Code Code Available 5 AMUSE: Multilingual Semantic Parsing for Question Answering over Linked Data Feb 26, 2018 Form Knowledge Base Question Answering
Code Code Available 5 Joint Universal Syntactic and Semantic Parsing Apr 12, 2021 Semantic Parsing
Code Code Available 5 A Transition-Based Directed Acyclic Graph Parser for UCCA Apr 3, 2017 Semantic Parsing UCCA Parsing
Code Code Available 5 Interactive Instance-based Evaluation of Knowledge Base Question Answering Nov 1, 2018 Entity Linking Knowledge Base Question Answering
Code Code Available 5 A Tale of Two Linkings: Dynamically Gating between Schema Linking and Structural Linking for Text-to-SQL Parsing Sep 30, 2020 Graph Neural Network Semantic Parsing
Code Code Available 5 A Syntactic Neural Model for General-Purpose Code Generation Apr 6, 2017 Code Generation Semantic Parsing
Code Code Available 5 Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual Transfer Apr 25, 2024 Cross-Lingual Transfer Graph Attention
Code Code Available 5 Cross-lingual AMR Aligner: Paying Attention to Cross-Attention Jun 15, 2022 Abstract Meaning Representation Semantic Parsing
Code Code Available 5 Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering Oct 10, 2024 Question Answering Semantic Parsing
Code Code Available 5 Incorporating Graph Information in Transformer-based AMR Parsing Jun 23, 2023 Abstract Meaning Representation AMR Parsing
Code Code Available 5 Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning Aug 21, 2018 Hierarchical Reinforcement Learning reinforcement-learning
Code Code Available 5 Learning Joint Semantic Parsers from Disjoint Data Apr 17, 2018 Dependency Parsing Semantic Dependency Parsing
Code Code Available 5 Imitation Learning of Agenda-based Semantic Parsers Jan 1, 2015 Imitation Learning Question Answering
Code Code Available 5 Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigm Jul 25, 2023 Attribute Data Augmentation
Code Code Available 5 Improving a Neural Semantic Parser by Counterfactual Learning from Human Bandit Feedback May 3, 2018 counterfactual Semantic Parsing
Code Code Available 5 Greedy, Joint Syntactic-Semantic Parsing with Stack LSTMs Jun 29, 2016 Semantic Parsing
Code Code Available 5 Abstract Syntax Networks for Code Generation and Semantic Parsing Apr 25, 2017 Code Generation Decoder
Code Code Available 5 Handling Ontology Gaps in Semantic Parsing Jun 27, 2024 Hallucination Question Answering
Code Code Available 5 Global Reasoning over Database Structures for Text-to-SQL Parsing Aug 29, 2019 Graph Neural Network Semantic Parsing
Code Code Available 5 Generic Axiomatization of Families of Noncrossing Graphs in Dependency Parsing Jun 11, 2017 Dependency Parsing Semantic Parsing
Code Code Available 5 Good-Enough Compositional Data Augmentation Apr 21, 2019 Data Augmentation Diagnostic
Code Code Available 5 Generative Face Completion Apr 19, 2017 Facial Inpainting Semantic Parsing
Code Code Available 5 A Split-and-Recombine Approach for Follow-up Query Analysis Sep 19, 2019 Natural Language Queries Semantic Parsing
Code Code Available 5 Generic Axiomatization of Families of Noncrossing Graphs in Dependency Parsing Jul 1, 2017 Dependency Parsing Semantic Parsing
Code Code Available 5 A Sketch-Based System for Semantic Parsing Sep 2, 2019 Reranking Semantic Parsing
Code Code Available 5 Frustratingly Simple but Surprisingly Strong: Using Language-Independent Features for Zero-shot Cross-lingual Semantic Parsing Nov 1, 2021 Cross-Lingual Transfer POS
Code Code Available 5 Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation May 1, 2022 Natural Language Understanding Semantic Parsing
Code Code Available 5 TAGPRIME: A Unified Framework for Relational Structure Extraction May 25, 2022 Event Argument Extraction Language Modelling
Code Code Available 5 Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both? Oct 24, 2020 Semantic Parsing
Code Code Available 5 Compositional Generalisation with Structured Reordering and Fertility Layers Oct 6, 2022 Semantic Parsing
Code Code Available 5 From Characters to Time Intervals: New Paradigms for Evaluation and Neural Parsing of Time Normalizations Jan 1, 2018 Semantic Composition Semantic Parsing
Code Code Available 5 From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood Apr 25, 2017 reinforcement-learning Reinforcement Learning
Code Code Available 5 Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures Jul 17, 2020 Language Modeling Language Modelling
Code Code Available 5 Compositional generalization in semantic parsing with pretrained transformers Sep 30, 2021 Out-of-Distribution Generalization Semantic Parsing
Code Code Available 5 Function Assistant: A Tool for NL Querying of APIs Jun 1, 2017 Natural Language Queries Semantic Parsing
Code Code Available 5 Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing Jan 18, 2023 Domain Generalization Inductive Bias
Code Code Available 5 