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

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Showing 1126–1150 of 1202 papers

Title	Date	Tasks	Status
Backpropagating through Structured Argmax using a SPIGOT	May 12, 2018	Dependency ParsingReinforcement Learning	CodeCode Available
Establishing Strong Baselines for the New Decade: Sequence Tagging, Syntactic and Semantic Parsing with BERT	Aug 14, 2019	Part-Of-Speech TaggingSemantic Parsing	CodeCode Available
Leveraging Code to Improve In-context Learning for Semantic Parsing	Nov 16, 2023	In-Context LearningSemantic Parsing	CodeCode Available
Cross-domain Semantic Parsing via Paraphrasing	Apr 20, 2017	DiversityDomain Adaptation	CodeCode Available
Semantic Parsing with Dual Learning	Jul 10, 2019	Natural Language QueriesSemantic Parsing	CodeCode Available
Error Detection for Text-to-SQL Semantic Parsing	May 23, 2023	Language ModelingLanguage Modelling	CodeCode Available
Environment-Driven Lexicon Induction for High-Level Instructions	Jul 1, 2015	Semantic ParsingVocal Bursts Intensity Prediction	CodeCode Available
Towards Transparent Interactive Semantic Parsing via Step-by-Step Correction	Oct 15, 2021	Question AnsweringSemantic Parsing	CodeCode Available
Enhancing SPARQL Generation by Triplet-order-sensitive Pre-training	Oct 8, 2024	Graph Question AnsweringLanguage Modeling	CodeCode Available
Enforcing Consistency in Weakly Supervised Semantic Parsing	Jul 13, 2021	Semantic ParsingVisual Reasoning	CodeCode Available
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available
Content Differences in Syntactic and Semantic Representation	Jun 1, 2019	Semantic ParsingUCCA Parsing	CodeCode Available
Question Answering on Freebase via Relation Extraction and Textual Evidence	Mar 3, 2016	Question AnsweringRelation	CodeCode Available
LIMIT-BERT : Linguistics Informed Multi-Task BERT	Nov 1, 2020	Language ModelingLanguage Modelling	CodeCode Available
ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared Task	Oct 24, 2019	Dependency ParsingGraph Neural Network	CodeCode Available
\'UFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared Task	Nov 1, 2019	Dependency ParsingLemmatization	CodeCode Available
A Tale of Two Linkings: Dynamically Gating between Schema Linking and Structural Linking for Text-to-SQL Parsing	Sep 30, 2020	Graph Neural NetworkSemantic Parsing	CodeCode Available
Semantic Role Labeling for Learner Chinese: the Importance of Syntactic Parsing and L2-L1 Parallel Data	Aug 28, 2018	Semantic ParsingSemantic Role Labeling	CodeCode Available
Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering	Oct 10, 2024	Question AnsweringSemantic Parsing	CodeCode Available
Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing	Dec 9, 2020	Graph Neural NetworkSemantic Parsing	CodeCode Available
Weakly-supervised Semantic Parsing with Abstract Examples	Nov 14, 2017	Semantic ParsingVisual Reasoning	CodeCode Available
Semantic Structural Decomposition for Neural Machine Translation	Dec 1, 2020	Machine TranslationSemantic Parsing	CodeCode Available
Semantic Structural Evaluation for Text Simplification	Oct 11, 2018	Semantic ParsingSentence	CodeCode Available
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge Base	Jul 8, 2022	Question AnsweringRelation Extraction	CodeCode Available
Counterfactual Learning from Human Proofreading Feedback for Semantic Parsing	Nov 29, 2018	counterfactualQuestion Answering	CodeCode Available

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All datasets 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)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ARTEMIS-DA	Accuracy (Test)	80.8	—	Unverified
2	SynTQA (Oracle)	Test Accuracy	77.5	—	Unverified
3	TabLaP	Accuracy (Test)	76.6	—	Unverified
4	SynTQA (GPT)	Accuracy (Test)	74.4	—	Unverified
5	Mix SC	Accuracy (Test)	73.6	—	Unverified
6	SynTQA (RF)	Accuracy (Test)	71.6	—	Unverified
7	CABINET	Accuracy (Test)	69.1	—	Unverified
8	NormTab+TabSQLify	Accuracy (Test)	68.63	—	Unverified
9	Chain-of-Table	Accuracy (Test)	67.31	—	Unverified
10	Tab-PoT	Accuracy (Test)	66.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RESDSQL-3B + NatSQL	Accuracy	84.1	—	Unverified
2	code-davinci-002 175B (LEVER)	Accuracy	81.9	—	Unverified
3	RASAT+PICARD	Accuracy	75.5	—	Unverified
4	Graphix-3B + PICARD	Accuracy	74	—	Unverified
5	T5-3B + PICARD	Accuracy	71.9	—	Unverified
6	SADGA + GAP	Accuracy	70.1	—	Unverified
7	RATSQL + GAP	Accuracy	69.7	—	Unverified
8	RATSQL + Grammar-Augmented Pre-Training	Accuracy	69.6	—	Unverified
9	RATSQL + BERT	Accuracy	65.6	—	Unverified
10	Exact Set Matching	Accuracy	19.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dynamic Least-to-Most Prompting	Exact Match	95	—	Unverified
2	LeAR	Exact Match	90.9	—	Unverified
3	T5-3B w/ Intermediate Representations	Exact Match	83.8	—	Unverified
4	Hierarchical Poset Decoding	Exact Match	69	—	Unverified
5	Universal Transformer	Exact Match	18.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReaRev	Accuracy	76.4	—	Unverified
2	NSM+h	Accuracy	74.3	—	Unverified
3	CBR-KBQA	Accuracy	70	—	Unverified
4	STAGG (Yih et al., 2016)	Accuracy	63.9	—	Unverified
5	T5-11B (Raffel et al., 2020)	Accuracy	56.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CABINET	Denotation accuracy (test)	89.5	—	Unverified
2	TAPEX-Large (weak supervision)	Denotation accuracy (test)	89.5	—	Unverified
3	ReasTAP-Large (weak supervision)	Denotation accuracy (test)	89.2	—	Unverified
4	NL2SQL-BERT	Accuracy	89	—	Unverified
5	TAPAS-Large (weak supervision)	Denotation accuracy (test)	83.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PhraseTransformer	Accuracy	90.4	—	Unverified
2	Tranx	Accuracy	86.2	—	Unverified
3	ASN (Rabinovich et al., 2017)	Accuracy	85.3	—	Unverified
4	ZH15 (Zhao and Huang, 2015)	Accuracy	84.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	coarse2fine	Accuracy	88.2	—	Unverified
2	PhraseTransformer	Accuracy	87.9	—	Unverified
3	Tranx	Accuracy	87.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN + RobeCzech	F1	92.36	—	Unverified
2	PERIN	F1	92.24	—	Unverified
3	HUJI-KU	F1	58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	80.52	—	Unverified
2	HUJI-KU	F1	45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	80.23	—	Unverified
2	HUJI-KU	F1	52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	94.16	—	Unverified
2	HUJI-KU	F1	63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	89.83	—	Unverified
2	HUJI-KU	F1	62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	92.73	—	Unverified
2	HUJI-KU	F1	80	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	89.19	—	Unverified
2	HUJI-KU	F1	54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPEX-Large	Denotation Accuracy	74.5	—	Unverified
2	TAPAS-Large	Accuracy	67.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	76.4	—	Unverified
2	HUJI-KU	F1	73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PERIN	F1	81.01	—	Unverified
2	HUJI-KU	F1	75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HSP	EM	66.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReasonBERTR	F1 Score	41.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MeMCE	Exact	40.3	—	Unverified