SOTAVerified

Semantic Parsing

Semantic Parsing is the task of transducing natural language utterances into formal meaning representations. The target meaning representations can be defined according to a wide variety of formalisms. This include linguistically-motivated semantic representations that are designed to capture the meaning of any sentence such as λ-calculus or the abstract meaning representations. Alternatively, for more task-driven approaches to Semantic Parsing, it is common for meaning representations to represent executable programs such as SQL queries, robotic commands, smart phone instructions, and even general-purpose programming languages like Python and Java.

Source: Tranx: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation

Papers

Showing 401450 of 1202 papers

TitleStatusHype
Error-Aware Interactive Semantic Parsing of OpenStreetMap0
The Arm-Swing Is Discriminative in Video Gait Recognition for Athlete Re-Identification0
End-to-End Cross-Domain Text-to-SQL Semantic Parsing with Auxiliary Task0
From Paraphrasing to Semantic Parsing: Unsupervised Semantic Parsing via Synchronous Semantic Decoding0
Text-to-SQL in the Wild: A Naturally-Occurring Dataset Based on Stack Exchange DataCode1
One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets0
Lexicon Learning for Few-Shot Neural Sequence ModelingCode1
A Globally Normalized Neural Model for Semantic Parsing0
Multilingual Neural Semantic Parsing for Low-Resourced LanguagesCode0
X2Parser: Cross-Lingual and Cross-Domain Framework for Task-Oriented Compositional Semantic ParsingCode0
Structured Reordering for Modeling Latent Alignments in Sequence TransductionCode1
Decoupled Dialogue Modeling and Semantic Parsing for Multi-Turn Text-to-SQL0
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
Translational Symmetry-Aware Facade Parsing for 3D Building Reconstruction0
Universal Discourse Representation Structure Parsing0
Predicate Representations and Polysemy in VerbNet Semantic ParsingCode0
Breeding Fillmore’s Chickens and Hatching the Eggs: Recombining Frames and Roles in Frame-Semantic Parsing0
Intégration de tâches: étiquetage morpho-syntaxique, analyse syntaxique et analyse sémantique traités comme une tâche unique (Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task )0
Abstract Meaning Representation Guided Graph Encoding and Decoding for Joint Information ExtractionCode1
Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention0
Deep Learning on Graphs for Natural Language Processing0
SGL: Speaking the Graph Languages of Semantic Parsing via Multilingual TranslationCode0
Diagnosing Transformers in Task-Oriented Semantic Parsing0
A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions0
RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model0
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex PipelineCode1
Training Heterogeneous Features in Sequence to Sequence Tasks: Latent Enhanced Multi-filter Seq2Seq ModelCode0
Update Frequently, Update Fast: Retraining Semantic Parsing Systems in a Fraction of Time0
Doing Natural Language Processing in A Natural Way: An NLP toolkit based on object-oriented knowledge base and multi-level grammar baseCode0
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic ReasoningCode1
Towards General Natural Language Understanding with Probabilistic WorldbuildingCode1
Toward Code Generation: A Survey and Lessons from Semantic Parsing0
Sattiy at SemEval-2021 Task 9: An Ensemble Solution for Statement Verification and Evidence Finding with Tables0
Constrained Language Models Yield Few-Shot Semantic ParsersCode1
Case-based Reasoning for Natural Language Queries over Knowledge Bases0
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing0
Unlocking Compositional Generalization in Pre-trained Models Using Intermediate RepresentationsCode1
Zero-Shot Cross-lingual Semantic ParsingCode1
Low-Resource Task-Oriented Semantic Parsing via Intrinsic Modeling0
Learning Semantic Person Image Generation by Region-Adaptive NormalizationCode1
Learning to Synthesize Data for Semantic ParsingCode1
Learning from Executions for Semantic ParsingCode1
Joint Universal Syntactic and Semantic ParsingCode0
Non-Autoregressive Semantic Parsing for Compositional Task-Oriented DialogCode3
ShadowGNN: Graph Projection Neural Network for Text-to-SQL ParserCode0
3D-to-2D Distillation for Indoor Scene ParsingCode1
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Plot2API: Recommending Graphic API from Plot via Semantic Parsing Guided Neural NetworkCode0
Semantic Parsing of Brief and Multi-Intent Natural Language Utterances0
Show:102550
← PrevPage 9 of 25Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ARTEMIS-DAAccuracy (Test)80.8Unverified
2SynTQA (Oracle)Test Accuracy77.5Unverified
3TabLaPAccuracy (Test)76.6Unverified
4SynTQA (GPT)Accuracy (Test)74.4Unverified
5Mix SCAccuracy (Test)73.6Unverified
6SynTQA (RF)Accuracy (Test)71.6Unverified
7CABINETAccuracy (Test)69.1Unverified
8NormTab+TabSQLifyAccuracy (Test)68.63Unverified
9Chain-of-TableAccuracy (Test)67.31Unverified
10Tab-PoTAccuracy (Test)66.78Unverified
#ModelMetricClaimedVerifiedStatus
1RESDSQL-3B + NatSQLAccuracy84.1Unverified
2code-davinci-002 175B (LEVER)Accuracy81.9Unverified
3RASAT+PICARDAccuracy75.5Unverified
4Graphix-3B + PICARDAccuracy74Unverified
5T5-3B + PICARDAccuracy71.9Unverified
6SADGA + GAPAccuracy70.1Unverified
7RATSQL + GAPAccuracy69.7Unverified
8RATSQL + Grammar-Augmented Pre-TrainingAccuracy69.6Unverified
9RATSQL + BERTAccuracy65.6Unverified
10Exact Set MatchingAccuracy19.7Unverified
#ModelMetricClaimedVerifiedStatus
1Dynamic Least-to-Most PromptingExact Match95Unverified
2LeARExact Match90.9Unverified
3T5-3B w/ Intermediate RepresentationsExact Match83.8Unverified
4Hierarchical Poset DecodingExact Match69Unverified
5Universal TransformerExact Match18.9Unverified
#ModelMetricClaimedVerifiedStatus
1ReaRevAccuracy76.4Unverified
2NSM+hAccuracy74.3Unverified
3CBR-KBQAAccuracy70Unverified
4STAGG (Yih et al., 2016)Accuracy63.9Unverified
5T5-11B (Raffel et al., 2020)Accuracy56.5Unverified
#ModelMetricClaimedVerifiedStatus
1CABINETDenotation accuracy (test)89.5Unverified
2TAPEX-Large (weak supervision)Denotation accuracy (test)89.5Unverified
3ReasTAP-Large (weak supervision)Denotation accuracy (test)89.2Unverified
4NL2SQL-BERTAccuracy89Unverified
5TAPAS-Large (weak supervision)Denotation accuracy (test)83.6Unverified
#ModelMetricClaimedVerifiedStatus
1PhraseTransformerAccuracy90.4Unverified
2TranxAccuracy86.2Unverified
3ASN (Rabinovich et al., 2017)Accuracy85.3Unverified
4ZH15 (Zhao and Huang, 2015)Accuracy84.2Unverified
#ModelMetricClaimedVerifiedStatus
1coarse2fineAccuracy88.2Unverified
2PhraseTransformerAccuracy87.9Unverified
3TranxAccuracy87.7Unverified
#ModelMetricClaimedVerifiedStatus
1PERIN + RobeCzechF192.36Unverified
2PERINF192.24Unverified
3HUJI-KUF158Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF180.52Unverified
2HUJI-KUF145Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF180.23Unverified
2HUJI-KUF152Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF194.16Unverified
2HUJI-KUF163Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF189.83Unverified
2HUJI-KUF162Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF192.73Unverified
2HUJI-KUF180Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF189.19Unverified
2HUJI-KUF154Unverified
#ModelMetricClaimedVerifiedStatus
1TAPEX-LargeDenotation Accuracy74.5Unverified
2TAPAS-LargeAccuracy67.2Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF176.4Unverified
2HUJI-KUF173Unverified
#ModelMetricClaimedVerifiedStatus
1PERINF181.01Unverified
2HUJI-KUF175Unverified
#ModelMetricClaimedVerifiedStatus
1HSPEM66.18Unverified
#ModelMetricClaimedVerifiedStatus
1ReasonBERTRF1 Score41.3Unverified
#ModelMetricClaimedVerifiedStatus
1MeMCEExact40.3Unverified