| Ontology-guided Semantic Composition for Zero-Shot Learning | Jun 30, 2020 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data | Dec 9, 2020 | Fine-Grained Image ClassificationSemantic Composition | CodeCode Available | 1 | 5 |
| Domain and Function: A Dual-Space Model of Semantic Relations and Compositions | Sep 16, 2013 | Semantic Composition | CodeCode Available | 1 | 5 |
| SentiBERT: A Transferable Transformer-Based Architecture for Compositional Sentiment Semantics | May 8, 2020 | ClassificationEmotion Classification | CodeCode Available | 1 | 5 |
| Semantic Compositional Networks for Visual Captioning | Nov 23, 2016 | Image CaptioningSemantic Composition | CodeCode Available | 0 | 5 |
| A Semantically Compositional Annotation Scheme for Time Normalization | May 1, 2016 | Semantic Composition | CodeCode Available | 0 | 5 |
| Synthetic Dataset for Evaluating Complex Compositional Knowledge for Natural Language Inference | Jul 11, 2023 | Natural Language InferenceNegation | CodeCode Available | 0 | 5 |
| Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models | Nov 8, 2019 | Semantic Composition | CodeCode Available | 0 | 5 |
| Improving Semantic Composition with Offset Inference | Apr 21, 2017 | Semantic Composition | CodeCode Available | 0 | 5 |
| Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction | Dec 1, 2016 | ClassificationEntity Extraction using GAN | CodeCode Available | 0 | 5 |
| No Word is an Island -- A Transformation Weighting Model for Semantic Composition | Jul 11, 2019 | Semantic Composition | CodeCode Available | 0 | 5 |
| Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics | May 6, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Semantic Hilbert Space for Text Representation Learning | Feb 26, 2019 | BenchmarkingGeneral Classification | CodeCode Available | 0 | 5 |
| A Survey on Deep Learning for Named Entity Recognition | Dec 22, 2018 | DecoderDeep Learning | CodeCode Available | 0 | 5 |
| Modeling Relation Paths for Representation Learning of Knowledge Bases | Jun 1, 2015 | Knowledge Base CompletionRelation | CodeCode Available | 0 | 5 |
| Semantic Composition with PSHRG for Derivation Tree Reconstruction from Graph-Based Meaning Representations | May 1, 2022 | Semantic Composition | CodeCode Available | 0 | 5 |
| Semantic Prediction: Which One Should Come First, Recognition or Prediction? | Oct 6, 2021 | Decision MakingPrediction | CodeCode Available | 0 | 5 |
| The Lifted Matrix-Space Model for Semantic Composition | Nov 9, 2017 | Semantic CompositionSentence | CodeCode Available | 0 | 5 |
| Improving Sparse Word Representations with Distributional Inference for Semantic Composition | Aug 24, 2016 | Semantic CompositionWord Similarity | CodeCode Available | 0 | 5 |
| Higher-order logical inference with compositional semantics | Sep 1, 2015 | Semantic Composition | CodeCode Available | 0 | 5 |
| From Characters to Time Intervals: New Paradigms for Evaluation and Neural Parsing of Time Normalizations | Jan 1, 2018 | Semantic CompositionSemantic Parsing | CodeCode Available | 0 | 5 |
| DLocRL: A Deep Learning Pipeline for Fine-Grained Location Recognition and Linking in Tweets | Jan 21, 2019 | Recommendation SystemsRepresentation Learning | —Unverified | 0 | 0 |
| A Systematic Study of Semantic Vector Space Model Parameters | Apr 1, 2014 | Dimensionality ReductionSemantic 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 |
| DiffFAE: Advancing High-fidelity One-shot Facial Appearance Editing with Space-sensitive Customization and Semantic Preservation | Mar 26, 2024 | AttributeSemantic Composition | —Unverified | 0 | 0 |
| Design considerations for a hierarchical semantic compositional framework for medical natural language understanding | Apr 5, 2022 | Natural Language UnderstandingSemantic Composition | —Unverified | 0 | 0 |
| Distributed Intelligent Integrated Sensing and Communications: The 6G-DISAC Approach | Feb 28, 2024 | ISACManagement | —Unverified | 0 | 0 |
| Distributional Composition using Higher-Order Dependency Vectors | Apr 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 |
| Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition | Aug 1, 2013 | Semantic CompositionTopic Models | —Unverified | 0 | 0 |
| Deep Learning for Semantic Composition | Jul 1, 2017 | Deep LearningSemantic Composition | —Unverified | 0 | 0 |
| Inferring Psycholinguistic Properties of Words | Jun 1, 2016 | Lexical SimplificationReading Comprehension | —Unverified | 0 | 0 |
| DAG-Structured Long Short-Term Memory for Semantic Compositionality | Jun 1, 2016 | Machine TranslationSemantic Composition | —Unverified | 0 | 0 |
| A Frame-Based Semantics of Locative Alternation in LTAG | Sep 1, 2012 | Semantic Composition | —Unverified | 0 | 0 |
| A Comparison of Vector-based Representations for Semantic Composition | Jul 1, 2012 | Language ModellingSemantic Composition | —Unverified | 0 | 0 |
| Continuation semantics for multi-quantifier sentences: operation-based approaches | Jul 31, 2016 | AttributeSemantic Composition | —Unverified | 0 | 0 |
| Coloring Objects: Adjective-Noun Visual Semantic Compositionality | Aug 1, 2014 | Image RetrievalObject Recognition | —Unverified | 0 | 0 |
| A Semantics for Honorifics with Reference to Thai | Dec 1, 2014 | Semantic Composition | —Unverified | 0 | 0 |
| Fusion of Compositional Network-based and Lexical Function Distributional Semantic Models | Jun 1, 2015 | Natural Language InferenceSemantic Composition | —Unverified | 0 | 0 |
| Categorizing Semantic Representations for Neural Machine Translation | Oct 13, 2022 | Machine TranslationNMT | —Unverified | 0 | 0 |
| Fish Transporters and Miracle Homes: How Compositional Distributional Semantics can Help NP Parsing | Oct 1, 2013 | Semantic Composition | —Unverified | 0 | 0 |
| Bridging the Knowledge Gap: Enhancing Question Answering with World and Domain Knowledge | Oct 16, 2019 | ArticlesQuestion Answering | —Unverified | 0 | 0 |
| Image Synthesis via Semantic Composition | Sep 15, 2021 | Image GenerationSemantic Composition | —Unverified | 0 | 0 |
| Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification | Jun 1, 2014 | ClassificationDependency Parsing | —Unverified | 0 | 0 |
| First Order vs. Higher Order Modification in Distributional Semantics | Jul 1, 2012 | Semantic Composition | —Unverified | 0 | 0 |
| Improving Word Translation Disambiguation by Capturing Multiword Expressions with Dictionaries | Jun 1, 2013 | Language ModellingMachine Translation | —Unverified | 0 | 0 |
| Finding The Best Model Among Representative Compositional Models | Dec 1, 2014 | Semantic Composition | —Unverified | 0 | 0 |
| Intensionality was only alleged: On adjective-noun composition in distributional semantics | Mar 1, 2013 | Semantic Composition | —Unverified | 0 | 0 |
| Inter-Weighted Alignment Network for Sentence Pair Modeling | Sep 1, 2017 | Machine TranslationNatural Language Inference | —Unverified | 0 | 0 |
| BOSS: Bottom-up Cross-modal Semantic Composition with Hybrid Counterfactual Training for Robust Content-based Image Retrieval | Jul 9, 2022 | Content-Based Image Retrievalcounterfactual | —Unverified | 0 | 0 |