Semantic Similarity

The main objective Semantic Similarity is to measure the distance between the semantic meanings of a pair of words, phrases, sentences, or documents. For example, the word “car” is more similar to “bus” than it is to “cat”. The two main approaches to measuring Semantic Similarity are knowledge-based approaches and corpus-based, distributional methods.

Source: Visual and Semantic Knowledge Transfer for Large Scale Semi-supervised Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 476–500 of 1564 papers

Title	Date	Tasks	Status	Hype
Beyond Semantics: Learning a Behavior Augmented Relevance Model with Self-supervised Learning	Aug 10, 2023	Self-Supervised LearningSemantic Similarity	CodeCode Available	0
Deep Fusion Transformer Network with Weighted Vector-Wise Keypoints Voting for Robust 6D Object Pose Estimation	Aug 10, 2023	6D Pose Estimation using RGBglobal-optimization	CodeCode Available	1
Identifying Essential Hub Genes and Protein Complexes in Malaria GO Data using Semantic Similarity Measures	Aug 9, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight	Aug 9, 2023	Information RetrievalOpen-Domain Question Answering	—Unverified	0
Targeted and Troublesome: Tracking and Advertising on Children's Websites	Aug 9, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation	Aug 8, 2023	Document SummarizationSemantic Similarity	—Unverified	0
Improving Generalization of Image Captioning with Unsupervised Prompt Learning	Aug 5, 2023	AttributeImage Captioning	—Unverified	0
Comparing scalable strategies for generating numerical perspectives	Aug 3, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Fountain -- an intelligent contextual assistant combining knowledge representation and language models for manufacturing risk identification	Aug 1, 2023	CPUSemantic Similarity	—Unverified	0
VacancySBERT: the approach for representation of titles and skills for semantic similarity search in the recruitment domain	Jul 31, 2023	Language ModellingSemantic Similarity	CodeCode Available	0
User-Controlled Knowledge Fusion in Large Language Models: Balancing Creativity and Hallucination	Jul 30, 2023	HallucinationSemantic Similarity	—Unverified	0
Building RadiologyNET: Unsupervised annotation of a large-scale multimodal medical database	Jul 27, 2023	ClusteringMedical Diagnosis	—Unverified	0
Transformer-based Joint Source Channel Coding for Textual Semantic Communication	Jul 23, 2023	Semantic CommunicationSemantic Similarity	—Unverified	0
Improving Semantic Similarity Measure Within a Recommender System Based-on RDF Graphs	Jul 20, 2023	Recommendation SystemsSemantic Similarity	—Unverified	0
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation	Jul 19, 2023	DiagnosticFace Model	CodeCode Available	1
Distilling Coarse-to-Fine Semantic Matching Knowledge for Weakly Supervised 3D Visual Grounding	Jul 18, 2023	3D visual groundingObject	CodeCode Available	1
Class-relation Knowledge Distillation for Novel Class Discovery	Jul 18, 2023	Knowledge DistillationNovel Class Discovery	CodeCode Available	1
Regression-free Blind Image Quality Assessment with Content-Distortion Consistency	Jul 18, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	—Unverified	0
Improving Text Semantic Similarity Modeling through a 3D Siamese Network	Jul 18, 2023	NavigateSemantic Similarity	—Unverified	0
Large-Scale Evaluation of Topic Models and Dimensionality Reduction Methods for 2D Text Spatialization	Jul 17, 2023	Dimensionality ReductionSemantic Similarity	CodeCode Available	0
Improving Trace Link Recommendation by Using Non-Isotropic Distances and Combinations	Jul 15, 2023	Information RetrievalRetrieval	—Unverified	0
Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation Learning	Jul 9, 2023	AttributeGraph Representation Learning	CodeCode Available	1
Novel Categories Discovery Via Constraints on Empirical Prediction Statistics	Jul 7, 2023	ClusteringPseudo Label	CodeCode Available	0
Efficient Domain Adaptation of Sentence Embeddings Using Adapters	Jul 6, 2023	Domain AdaptationSemantic Similarity	—Unverified	0
MWPRanker: An Expression Similarity Based Math Word Problem Retriever	Jul 3, 2023	Logical SequenceMath	—Unverified	0

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All datasets Annotated corpus for semantic similarity of clinical trial outcomes (expanded corpus)Annotated corpus for semantic similarity of clinical trial outcomes (original corpus)SICK BIOSSES CHIP-STS ClinicalSTS MedSTS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	93.38	—	Unverified
2	SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	91.51	—	Unverified
3	SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	90.69	—	Unverified
4	BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	89.16	—	Unverified
5	BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")	F1	89.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.75	—	Unverified
2	SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
3	SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
4	BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	86.8	—	Unverified
5	BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	84.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Doc2VecC	MSE	0.31	—	Unverified
2	LSTM (Tai et al., 2015)	MSE	0.28	—	Unverified
3	Bidirectional LSTM (Tai et al., 2015)	MSE	0.27	—	Unverified
4	combine-skip (Kiros et al., 2015)	MSE	0.27	—	Unverified
5	Dependency Tree-LSTM (Tai et al., 2015)	MSE	0.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioLinkBERT (large)	Pearson Correlation	0.94	—	Unverified
2	BioLinkBERT (base)	Pearson Correlation	0.93	—	Unverified
3	NCBI_BERT(base) (P+M)	Pearson Correlation	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MacBERT-large	Macro F1	85.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CharacterBERT (base, medical, ensemble)	Pearson Correlation	85.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NCBI_BERT(base) (P+M)	Pearson Correlation	0.85	—	Unverified