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 751–775 of 1202 papers

Title	Date	Tasks	Status
Integer Linear Programming formulations in Natural Language Processing	Apr 1, 2017	Dependency ParsingNatural Language Inference	—Unverified
Integrated Learning of Dialog Strategies and Semantic Parsing	Apr 1, 2017	BIG-bench Machine LearningManagement	—Unverified
Integrating Generative Lexicon Event Structures into VerbNet	May 1, 2018	Semantic ParsingSemantic Role Labeling	—Unverified
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 )	Jun 1, 2021	Semantic Parsing	—Unverified
Integrative Semantic Dependency Parsing via Efficient Large-scale Feature Selection	Jan 23, 2014	Dependency Parsingfeature selection	—Unverified
Interactive Learning from Natural Language and Demonstrations using Signal Temporal Logic	Jul 1, 2022	Formal LogicQ-Learning	—Unverified
Interactively Learning Visually Grounded Word Meanings from a Human Tutor	Aug 1, 2016	Semantic Parsing	—Unverified
Intermediary Semantic Representation through Proposition Structures	Jun 1, 2014	Dependency ParsingSemantic Parsing	—Unverified
Interpolated Convolutional Networks for 3D Point Cloud Understanding	Aug 13, 2019	3D Part Segmentation3D Point Cloud Classification	—Unverified
Interpreting Questions with a Log-Linear Ranking Model in a Virtual Patient Dialogue System	Jun 1, 2015	Question AnsweringSemantic Parsing	—Unverified
Interpreting Situated Dialogue Utterances: an Update Model that Uses Speech, Gaze, and Gesture Information	Aug 1, 2013	Semantic ParsingSpoken Language Understanding	—Unverified
Is Japanese CCGBank empirically correct? A case study of passive and causative constructions	Feb 28, 2023	Semantic Parsing	—Unverified
Iterative Search for Weakly Supervised Semantic Parsing	Jun 1, 2019	Semantic ParsingVisual Reasoning	—Unverified
Iterative Utterance Segmentation for Neural Semantic Parsing	Dec 13, 2020	SegmentationSemantic Parsing	—Unverified
Joint A* CCG Parsing and Semantic Role Labelling	Sep 1, 2015	Semantic ParsingSemantic Role Labeling	—Unverified
Joint Case Argument Identification for Japanese Predicate Argument Structure Analysis	Jul 1, 2015	Semantic ParsingSemantic Role Labeling	—Unverified
Joint Concept Learning and Semantic Parsing from Natural Language Explanations	Sep 1, 2017	General ClassificationSemantic Parsing	—Unverified
Joint learning of ontology and semantic parser from text	Jan 5, 2016	Semantic Parsing	—Unverified
Jointly Event Extraction and Visualization on Twitter via Probabilistic Modelling	Aug 1, 2016	Dimensionality ReductionEvent Extraction	—Unverified
Joint Multi-Decoder Framework with Hierarchical Pointer Network for Frame Semantic Parsing	Aug 1, 2021	DecoderSemantic Parsing	—Unverified
Joint Relational Embeddings for Knowledge-based Question Answering	Oct 1, 2014	Named Entity Recognition (NER)Question Answering	—Unverified
Joint Syntactic and Semantic Parsing with Combinatory Categorial Grammar	Jun 1, 2014	Relation ExtractionSemantic Parsing	—Unverified
Joint Video and Text Parsing for Understanding Events and Answering Queries	Aug 29, 2013	Semantic Parsing	—Unverified
Kicktionary-LOME: A Domain-Specific Multilingual Frame Semantic Parsing Model for Football Language	Aug 12, 2021	PredictionSemantic Parsing	—Unverified
kNN-ICL: Compositional Task-Oriented Parsing Generalization with Nearest Neighbor In-Context Learning	Dec 17, 2023	In-Context LearningPrompt Engineering	—Unverified

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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