| Leveraging study of robustness and portability of spoken language understanding systems across languages and domains: the PORTMEDIA corpora | May 1, 2012 | Semantic CompositionSpeech Recognition | —Unverified | 0 | 0 |
| 联合依存分析的汉语语义组合模型(Chinese Semantic Composition Model with Dependency Parsing) | Oct 1, 2020 | Dependency ParsingSemantic Composition | —Unverified | 0 | 0 |
| Long Short-Term Memory Over Tree Structures | Mar 16, 2015 | Machine TranslationNatural Language Understanding | —Unverified | 0 | 0 |
| Meta Multi-Task Learning for Sequence Modeling | Feb 25, 2018 | Multi-Task LearningRepresentation Learning | —Unverified | 0 | 0 |
| MixSyn: Learning Composition and Style for Multi-Source Image Synthesis | Nov 24, 2021 | DiversityImage Generation | —Unverified | 0 | 0 |
| Modeling Affirmative and Negated Action Processing in the Brain with Lexical and Compositional Semantic Models | Jul 1, 2019 | NegationSemantic Composition | —Unverified | 0 | 0 |
| Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering | May 13, 2022 | Question AnsweringSemantic Composition | —Unverified | 0 | 0 |
| Multimodal Grammar Implementation | Jun 1, 2012 | Semantic Composition | —Unverified | 0 | 0 |
| Neural Networks for Integrating Compositional and Non-compositional Sentiment in Sentiment Composition | Jun 1, 2015 | Semantic Composition | —Unverified | 0 | 0 |
| New Directions in Vector Space Models of Meaning | Jun 1, 2014 | Document ClassificationLanguage Modelling | —Unverified | 0 | 0 |
| No Word is an Island---A Transformation Weighting Model for Semantic Composition | Mar 1, 2019 | Semantic Composition | —Unverified | 0 | 0 |
| On the Correspondence between Compositional Matrix-Space Models of Language and Weighted Automata | Aug 1, 2016 | Semantic Composition | —Unverified | 0 | 0 |
| Optimizing a Distributional Semantic Model for the Prediction of German Particle Verb Compositionality | May 1, 2014 | LemmatizationSemantic Composition | —Unverified | 0 | 0 |
| Polish evaluation dataset for compositional distributional semantics models | Jul 1, 2017 | Semantic CompositionSentence | —Unverified | 0 | 0 |
| Quantifying Context Overlap for Training Word Embeddings | Oct 1, 2018 | Dimensionality ReductionLanguage Modeling | —Unverified | 0 | 0 |
| Quantum Mathematics in Artificial Intelligence | Jan 12, 2021 | Information RetrievalNegation | —Unverified | 0 | 0 |
| Search Space Properties for Learning a Class of Constraint-based Grammars | Sep 1, 2012 | Relational ReasoningSemantic Composition | —Unverified | 0 | 0 |
| Semantic Clustering and Convolutional Neural Network for Short Text Categorization | Jul 1, 2015 | ClusteringLearning Word Embeddings | —Unverified | 0 | 0 |
| Semantic Compositionality through Recursive Matrix-Vector Spaces | Jul 1, 2012 | Information RetrievalRelation Classification | —Unverified | 0 | 0 |
| Semantic Composition and Decomposition: From Recognition to Generation | May 30, 2014 | Semantic Composition | —Unverified | 0 | 0 |
| Semantic Composition in Visually Grounded Language Models | May 15, 2023 | Image CaptioningInductive Bias | —Unverified | 0 | 0 |
| Semantic Composition via Probabilistic Model Theory | Sep 1, 2017 | modelSemantic Composition | —Unverified | 0 | 0 |
| Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention | Dec 1, 2016 | ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Sense Contextualization in a Dependency-Based Compositional Distributional Model | Aug 1, 2017 | LEMMARepresentation Learning | —Unverified | 0 | 0 |
| Sentence Modeling with Gated Recursive Neural Network | Sep 1, 2015 | Chinese Word SegmentationDependency Parsing | —Unverified | 0 | 0 |
| Strategies for Contiguous Multiword Expression Analysis and Dependency Parsing | Jun 1, 2014 | Constituency ParsingDependency Parsing | —Unverified | 0 | 0 |
| Syntax-guided Neural Module Distillation to Probe Compositionality in Sentence Embeddings | Jan 21, 2023 | Semantic CompositionSentence | —Unverified | 0 | 0 |
| Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification | Mar 3, 2018 | General ClassificationImplicit Discourse Relation Classification | —Unverified | 0 | 0 |
| The Challenge of Composition in Distributional and Formal Semantics | Nov 1, 2017 | Natural Language InferenceSemantic Composition | —Unverified | 0 | 0 |
| The Complexity of Math Problems -- Linguistic, or Computational? | Oct 1, 2013 | MathSemantic Composition | —Unverified | 0 | 0 |
| The Emergence of Grammar through Reinforcement Learning | Mar 3, 2025 | Learning Theoryreinforcement-learning | —Unverified | 0 | 0 |
| The Forest Convolutional Network: Compositional Distributional Semantics with a Neural Chart and without Binarization | Sep 1, 2015 | BinarizationLanguage Modelling | —Unverified | 0 | 0 |
| The Role of Syntax in Vector Space Models of Compositional Semantics | Aug 1, 2013 | Semantic Composition | —Unverified | 0 | 0 |
| Towards a Compositional Analysis of German Light Verb Constructions (LVCs) Combining Lexicalized Tree Adjoining Grammar (LTAG) with Frame Semantics | May 1, 2019 | Semantic Composition | —Unverified | 0 | 0 |
| TRANSRW at SemEval-2018 Task 12: Transforming Semantic Representations for Argument Reasoning Comprehension | Jun 1, 2018 | Semantic Composition | —Unverified | 0 | 0 |
| Vector Space Semantic Parsing: A Framework for Compositional Vector Space Models | Aug 1, 2013 | Semantic CompositionSemantic Parsing | —Unverified | 0 | 0 |
| Vector space semantics with frequency-driven motifs | Jun 1, 2014 | Information RetrievalSemantic Composition | —Unverified | 0 | 0 |
| VENSESEVAL at Semeval-2016 Task 2 iSTS - with a full-fledged rule-based approach | Jun 1, 2016 | Coreference ResolutionNatural Language Inference | —Unverified | 0 | 0 |
| Accurate SHRG-Based Semantic Parsing | Jul 1, 2018 | Semantic CompositionSemantic Parsing | —Unverified | 0 | 0 |
| Visual Denotations for Recognizing Textual Entailment | Sep 1, 2017 | Natural Language InferenceSemantic Composition | —Unverified | 0 | 0 |
| Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars | Dec 1, 2012 | Question AnsweringSemantic Composition | —Unverified | 0 | 0 |
| A Comparison of Vector-based Representations for Semantic Composition | Jul 1, 2012 | Language ModellingSemantic Composition | —Unverified | 0 | 0 |
| A Compositional and Interpretable Semantic Space | May 1, 2015 | Semantic Composition | —Unverified | 0 | 0 |
| Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification | Jun 1, 2014 | ClassificationDependency Parsing | —Unverified | 0 | 0 |
| A Frame-Based Semantics of Locative Alternation in LTAG | Sep 1, 2012 | Semantic Composition | —Unverified | 0 | 0 |
| A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking | Apr 27, 2021 | Fact CheckingKnowledge Graphs | —Unverified | 0 | 0 |
| A practical and linguistically-motivated approach to compositional distributional semantics | Jun 1, 2014 | Semantic Composition | —Unverified | 0 | 0 |
| Argument Structure and Referent Systems | Jan 1, 2017 | Semantic Composition | —Unverified | 0 | 0 |
| A Semantics for Honorifics with Reference to Thai | Dec 1, 2014 | Semantic Composition | —Unverified | 0 | 0 |
| A Survey on Semantic Parsing from the perspective of Compositionality | Sep 29, 2020 | Knowledge Base Question AnsweringQuestion Answering | —Unverified | 0 | 0 |