| The Role of Syntax in Vector Space Models of Compositional Semantics | Aug 1, 2013 | Semantic Composition | —Unverified | 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 |
| TRANSRW at SemEval-2018 Task 12: Transforming Semantic Representations for Argument Reasoning Comprehension | Jun 1, 2018 | Semantic Composition | —Unverified | 0 |
| Vector Space Semantic Parsing: A Framework for Compositional Vector Space Models | Aug 1, 2013 | Semantic CompositionSemantic Parsing | —Unverified | 0 |
| Vector space semantics with frequency-driven motifs | Jun 1, 2014 | Information RetrievalSemantic Composition | —Unverified | 0 |
| VENSESEVAL at Semeval-2016 Task 2 iSTS - with a full-fledged rule-based approach | Jun 1, 2016 | Coreference ResolutionNatural Language Inference | —Unverified | 0 |
| Accurate SHRG-Based Semantic Parsing | Jul 1, 2018 | Semantic CompositionSemantic Parsing | —Unverified | 0 |
| Fusion of Compositional Network-based and Lexical Function Distributional Semantic Models | Jun 1, 2015 | Natural Language InferenceSemantic Composition | —Unverified | 0 |
| Image Synthesis via Semantic Composition | Sep 15, 2021 | Image GenerationSemantic Composition | —Unverified | 0 |
| Improving Word Translation Disambiguation by Capturing Multiword Expressions with Dictionaries | Jun 1, 2013 | Language ModellingMachine Translation | —Unverified | 0 |
| Inferring Psycholinguistic Properties of Words | Jun 1, 2016 | Lexical SimplificationReading Comprehension | —Unverified | 0 |
| Intensionality was only alleged: On adjective-noun composition in distributional semantics | Mar 1, 2013 | Semantic Composition | —Unverified | 0 |
| Inter-Weighted Alignment Network for Sentence Pair Modeling | Sep 1, 2017 | Machine TranslationNatural Language Inference | —Unverified | 0 |
| IP-Composer: Semantic Composition of Visual Concepts | Feb 19, 2025 | Image GenerationSemantic Composition | —Unverified | 0 |
| 基于图神经网络的汉语依存分析和语义组合计算联合模型(Joint Learning Chinese Dependency Parsing and Semantic Composition based on Graph Neural Network) | Oct 1, 2020 | Chinese Dependency ParsingDependency Parsing | —Unverified | 0 |
| Jointly Learning Word Representations and Composition Functions Using Predicate-Argument Structures | Oct 1, 2014 | Language ModellingSemantic Composition | —Unverified | 0 |
| Learning Compositional Semantics for Open Domain Semantic Parsing | Dec 1, 2012 | Machine TranslationSemantic Composition | —Unverified | 0 |
| Learning Salient Samples and Distributed Representations for Topic-Based Chinese Message Polarity Classification | Jul 1, 2015 | Active LearningGeneral Classification | —Unverified | 0 |
| Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions | Sep 1, 2015 | Machine TranslationSemantic Composition | —Unverified | 0 |
| Learning to Compose over Tree Structures via POS Tags | Aug 18, 2018 | POSSemantic Composition | —Unverified | 0 |
| Length, Interchangeability, and External Knowledge: Observations from Predicting Argument Convincingness | Nov 1, 2017 | Semantic Composition | —Unverified | 0 |
| 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 |
| 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 |
| Long Short-Term Memory Over Tree Structures | Mar 16, 2015 | Machine TranslationNatural Language Understanding | —Unverified | 0 |
| Meta Multi-Task Learning for Sequence Modeling | Feb 25, 2018 | Multi-Task LearningRepresentation Learning | —Unverified | 0 |
| MixSyn: Learning Composition and Style for Multi-Source Image Synthesis | Nov 24, 2021 | DiversityImage Generation | —Unverified | 0 |
| Modeling Affirmative and Negated Action Processing in the Brain with Lexical and Compositional Semantic Models | Jul 1, 2019 | NegationSemantic Composition | —Unverified | 0 |
| Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering | May 13, 2022 | Question AnsweringSemantic Composition | —Unverified | 0 |
| Multimodal Grammar Implementation | Jun 1, 2012 | Semantic Composition | —Unverified | 0 |
| Neural Networks for Integrating Compositional and Non-compositional Sentiment in Sentiment Composition | Jun 1, 2015 | Semantic Composition | —Unverified | 0 |
| New Directions in Vector Space Models of Meaning | Jun 1, 2014 | Document ClassificationLanguage Modelling | —Unverified | 0 |
| No Word is an Island---A Transformation Weighting Model for Semantic Composition | Mar 1, 2019 | Semantic Composition | —Unverified | 0 |
| On the Correspondence between Compositional Matrix-Space Models of Language and Weighted Automata | Aug 1, 2016 | Semantic Composition | —Unverified | 0 |
| Optimizing a Distributional Semantic Model for the Prediction of German Particle Verb Compositionality | May 1, 2014 | LemmatizationSemantic Composition | —Unverified | 0 |
| Polish evaluation dataset for compositional distributional semantics models | Jul 1, 2017 | Semantic CompositionSentence | —Unverified | 0 |
| Quantifying Context Overlap for Training Word Embeddings | Oct 1, 2018 | Dimensionality ReductionLanguage Modeling | —Unverified | 0 |
| Quantum Mathematics in Artificial Intelligence | Jan 12, 2021 | Information RetrievalNegation | —Unverified | 0 |
| Search Space Properties for Learning a Class of Constraint-based Grammars | Sep 1, 2012 | Relational ReasoningSemantic Composition | —Unverified | 0 |
| Semantic Clustering and Convolutional Neural Network for Short Text Categorization | Jul 1, 2015 | ClusteringLearning Word Embeddings | —Unverified | 0 |
| Semantic Compositionality through Recursive Matrix-Vector Spaces | Jul 1, 2012 | Information RetrievalRelation Classification | —Unverified | 0 |
| Semantic Composition and Decomposition: From Recognition to Generation | May 30, 2014 | Semantic Composition | —Unverified | 0 |
| Semantic Composition in Visually Grounded Language Models | May 15, 2023 | Image CaptioningInductive Bias | —Unverified | 0 |
| Semantic Composition via Probabilistic Model Theory | Sep 1, 2017 | modelSemantic Composition | —Unverified | 0 |
| From Characters to Time Intervals: New Paradigms for Evaluation and Neural Parsing of Time Normalizations | Jan 1, 2018 | Semantic CompositionSemantic Parsing | CodeCode Available | 0 |
| A Survey on Deep Learning for Named Entity Recognition | Dec 22, 2018 | DecoderDeep Learning | CodeCode Available | 0 |
| Higher-order logical inference with compositional semantics | Sep 1, 2015 | Semantic Composition | CodeCode Available | 0 |
| A Semantically Compositional Annotation Scheme for Time Normalization | May 1, 2016 | Semantic Composition | CodeCode Available | 0 |
| Improving Semantic Composition with Offset Inference | Apr 21, 2017 | Semantic Composition | CodeCode Available | 0 |
| Improving Sparse Word Representations with Distributional Inference for Semantic Composition | Aug 24, 2016 | Semantic CompositionWord Similarity | CodeCode Available | 0 |
| Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics | May 6, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 0 |