UniRPG: Unified Discrete Reasoning over Table and Text as Program Generation Oct 15, 2022 Question Answering Semantic Parsing
Code Code Available Text-to-Text Extraction and Verbalization of Biomedical Event Graphs Oct 1, 2022 Event Extraction Semantic Parsing
Code Code Available OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Jul 8, 2022 Question Answering Retrieval
Code Code Available BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing Jun 21, 2022 Decoder Language Modeling
Code Code Available Prompt Injection: Parameterization of Fixed Inputs May 31, 2022 Semantic Parsing Zero-Shot Learning
Code Code Available GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation May 24, 2022 Few-Shot Learning Semantic Parsing
Code Code Available LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing May 19, 2022 Semantic Parsing Systematic Generalization
Code Code Available RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL May 14, 2022 Dialogue State Tracking Semantic Parsing
Code Code Available Modern Baselines for SPARQL Semantic Parsing Apr 27, 2022 Knowledge Graphs Semantic Parsing
Code Code Available A Survey on Non-Autoregressive Generation for Neural Machine Translation and Beyond Apr 20, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question Answering Apr 17, 2022 Knowledge Base Question Answering Program induction
Code Code Available pNLP-Mixer: an Efficient all-MLP Architecture for Language Feb 9, 2022 All intent-classification
Code Code Available Improving Compositional Generalization with Latent Structure and Data Augmentation Dec 14, 2021 Data Augmentation Diagnostic
Code Code Available Systematic Generalization with Edge Transformers Dec 1, 2021 Dependency Parsing Natural Language Understanding
Code Code Available Contextual Semantic Parsing for Multilingual Task-Oriented Dialogues Nov 4, 2021 Dialogue State Tracking Machine Translation
Code Code Available SADGA: Structure-Aware Dual Graph Aggregation Network for Text-to-SQL Nov 1, 2021 Semantic Parsing Text to SQL
Code Code Available LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing Oct 14, 2021 Semantic Parsing Systematic Generalization
Code Code Available Program Transfer for Answering Complex Questions over Knowledge Bases Oct 12, 2021 Program induction Semantic Parsing
Code Code Available 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 A Graph-Based Neural Model for End-to-End Frame Semantic Parsing Sep 25, 2021 graph construction Semantic Parsing
Code Code Available PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Sep 10, 2021 Dialogue State Tracking Semantic Parsing
Code Code Available ReasonBERT: Pre-trained to Reason with Distant Supervision Sep 10, 2021 Extractive Question-Answering Question Answering
Code Code Available Complex Knowledge Base Question Answering: A Survey Aug 15, 2021 Information Retrieval Knowledge Base Question Answering
Code Code Available Focusing on Persons: Colorizing Old Images Learning from Modern Historical Movies Aug 14, 2021 Classification Colorization
Code Code Available Compositional Generalization in Multilingual Semantic Parsing over Wikidata Aug 7, 2021 Cross-Lingual Transfer Semantic Parsing
Code Code Available Lexicon Learning for Few Shot Sequence Modeling Aug 1, 2021 Instruction Following Machine Translation
Code Code Available Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data Aug 1, 2021 Code Generation Inductive Bias
Code Code Available CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet Aug 1, 2021 Entity Linking Entity Typing
Code Code Available TAPEX: Table Pre-training via Learning a Neural SQL Executor Jul 16, 2021 Language Modeling Language Modelling
Code Code Available AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry Jun 24, 2021 Question Answering Semantic Parsing
Code Code Available Text-to-SQL in the Wild: A Naturally-Occurring Dataset Based on Stack Exchange Data Jun 9, 2021 Natural Language Understanding Semantic Parsing
Code Code Available Lexicon Learning for Few-Shot Neural Sequence Modeling Jun 7, 2021 Instruction Following Machine Translation
Code Code Available Structured Reordering for Modeling Latent Alignments in Sequence Transduction Jun 6, 2021 Machine Translation Semantic Parsing
Code Code Available Syntax-augmented Multilingual BERT for Cross-lingual Transfer Jun 3, 2021 Cross-Lingual Transfer named-entity-recognition
Code Code Available Abstract Meaning Representation Guided Graph Encoding and Decoding for Joint Information Extraction Jun 1, 2021 Abstract Meaning Representation Decoder
Code Code Available 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 Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning May 10, 2021 Arithmetic Reasoning Geometry Problem Solving
Code Code Available Towards General Natural Language Understanding with Probabilistic Worldbuilding May 6, 2021 Natural Language Understanding Question Answering
Code Code Available Constrained Language Models Yield Few-Shot Semantic Parsers Apr 18, 2021 Semantic Parsing
Code Code Available Unlocking Compositional Generalization in Pre-trained Models Using Intermediate Representations Apr 15, 2021 Semantic Parsing Text to SQL
Code Code Available Zero-Shot Cross-lingual Semantic Parsing Apr 15, 2021 Cross-Lingual Transfer Decoder
Code Code Available Learning Semantic Person Image Generation by Region-Adaptive Normalization Apr 14, 2021 Image Generation Pose Transfer
Code Code Available Learning to Synthesize Data for Semantic Parsing Apr 12, 2021 Domain Generalization Semantic Parsing
Code Code Available Learning from Executions for Semantic Parsing Apr 12, 2021 Semantic Parsing
Code Code Available 3D-to-2D Distillation for Indoor Scene Parsing Apr 6, 2021 Scene Parsing Semantic Parsing
Code Code Available Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks Apr 4, 2021 Conversational Question Answering Graph Attention
Code Code Available FeTaQA: Free-form Table Question Answering Apr 1, 2021 Form Question Answering
Code Code Available Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic Parsing Mar 8, 2021 Human Parsing Multi-Person Pose Estimation
Code Code Available Few-Shot Semantic Parsing for New Predicates Jan 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available Teach me how to Label: Labeling Functions from Natural Language with Text-to-text Transformers Jan 18, 2021 Code Generation Semantic Parsing
Code Code Available 