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 301350 of 1202 papers

TitleStatusHype
Knowledge Base Question Answering via Encoding of Complex Query GraphsCode0
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement LearningCode0
Joint Universal Syntactic and Semantic ParsingCode0
Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual TransferCode0
Interactive Instance-based Evaluation of Knowledge Base Question AnsweringCode0
Incorporating Graph Information in Transformer-based AMR ParsingCode0
Digestion Algorithm in Hierarchical Symbolic Forests: A Fast Text Normalization Algorithm and Semantic Parsing Framework for Specific Scenarios and Lightweight DeploymentCode0
Improving a Neural Semantic Parser by Counterfactual Learning from Human Bandit FeedbackCode0
Disambiguate First Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic ParsingCode0
Imitation Learning of Agenda-based Semantic ParsersCode0
Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM ParadigmCode0
Handling Ontology Gaps in Semantic ParsingCode0
Discourse Representation Structure Parsing for ChineseCode0
Greedy, Joint Syntactic-Semantic Parsing with Stack LSTMsCode0
Learning to Generalize Compositionally by Transferring Across Semantic Parsing TasksCode0
Language Independent Neuro-Symbolic Semantic Parsing for Form UnderstandingCode0
Global Reasoning over Database Structures for Text-to-SQL ParsingCode0
Good-Enough Compositional Data AugmentationCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Generative Face CompletionCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Doing Natural Language Processing in A Natural Way: An NLP toolkit based on object-oriented knowledge base and multi-level grammar baseCode0
Function Assistant: A Tool for NL Querying of APIsCode0
LP-LM: No Hallucinations in Question Answering with Logic ProgrammingCode0
Macro Grammars and Holistic Triggering for Efficient Semantic ParsingCode0
Decoupling Structure and Lexicon for Zero-Shot Semantic ParsingCode0
A Double-Graph Based Framework for Frame Semantic ParsingCode0
Fully-Semantic Parsing and Generation: the BabelNet Meaning RepresentationCode0
Don't paraphrase, detect! Rapid and Effective Data Collection for Semantic ParsingCode0
Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL ParsingCode0
Benchmarking Long-tail Generalization with Likelihood SplitsCode0
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling TaskCode0
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over ParagraphsCode0
Dealing with Co-reference in Neural Semantic ParsingCode0
From Characters to Time Intervals: New Paradigms for Evaluation and Neural Parsing of Time NormalizationsCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Multilingual Neural Semantic Parsing for Low-Resourced LanguagesCode0
From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal LikelihoodCode0
Multistage Collaborative Knowledge Distillation from a Large Language Model for Semi-Supervised Sequence GenerationCode0
Multitask Parsing Across Semantic RepresentationsCode0
Data Recombination for Neural Semantic ParsingCode0
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional GeneralizationCode0
Backpropagating through Structured Argmax using a SPIGOTCode0
Data Distribution Bottlenecks in Grounding Language Models to Knowledge BasesCode0
Few-Shot Adaptation for Parsing Contextual Utterances with LLMsCode0
Frustratingly Simple but Surprisingly Strong: Using Language-Independent Features for Zero-shot Cross-lingual Semantic ParsingCode0
Extend, don’t rebuild: Phrasing conditional graph modification as autoregressive sequence labellingCode0
Extracting Biomolecular Interactions Using Semantic Parsing of Biomedical TextCode0
DAMP: Doubly Aligned Multilingual Parser for Task-Oriented DialogueCode0
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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