Semantic Parsing
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Benchmarks
WikiTableQuestions
spider
CFQ
WebQuestionsSP
WikiSQL
ATIS
Geo
PTG (czech, MRP 2020)
AMR (chinese, MRP 2020)
AMR (english, MRP 2020)
DRG (english, MRP 2020)
DRG (german, MRP 2020)
EDS (english, MRP 2020)
PTG (english, MRP 2020)
SQA
UCCA (english, MRP 2020)
UCCA (german, MRP 2020)
GraphQuestions
SParC
complexWebQuestions-V1.0
Most implemented
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold
TAPAS: Weakly Supervised Table Parsing via Pre-training
Papers
GRAIN: Bridging Name and Narrative Shifts in Real-World Graph Reasoning through Invariance-Rewarded Agentic RL
Despite their potential in standardized graph tasks, Large Language Models (LLMs) remain brittle to real-world shifts in node identifiers and task formulation. While deterministic graph tools are invariant to such shifts…
Reinforcement LearningSemantic ParsingSAGA: Schema-Aware Grounding for Agentic Text-to-SPARQL Generation
Complex knowledge base question answering (KBQA) is commonly approached through either information retrieval over a question-specific subgraph or semantic parsing into an executable logical form. We study the latter para…
Knowledge Base Question AnsweringInformation RetrievalSemantic ParsingDecentralized LLM-Driven Coordination of Acoustic Robots for Contactless Object Manipulation
Natural language interfaces can simplify interaction with multi-robot systems, especially when non-expert users need to issue high-level commands. Acoustic manipulation using ultrasonic phased arrays also enables contact…
Speech RecognitionSemantic ParsingGenerative Animations: A Multi-Model Pipeline for Prompt-Driven Motion Synthesis
Animation elevates digital documents into immersive experiences, yet creating custom motion paths remains cumbersome, requiring designers to manually select presets, plot Bézier points, and configure timing properties. W…
Motion SynthesisVisual GroundingSemantic ParsingFOL2NS: Generating Natural Sentences from First-Order Logic
Translating formal language into natural language is a foundational challenge in NLP, driving various downstream applications in semantic parsing, theorem validation, and question answering. In this study, we introduce F…
Question AnsweringSemantic ParsingOntology for Policing: Conceptual Knowledge Learning for Semantic Understanding and Reasoning in Law Enforcement Reports
Law enforcement reports contain structured fields and written narratives. However, many incident facts that are needed for review, police training, and investigations are in natural language and require manual reading. W…
Semantic Parsing