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 1301–1325 of 1564 papers

Title	Date	Tasks	Status
OPA2Vec: combining formal and informal content of biomedical ontologies to improve similarity-based prediction	Apr 29, 2018	Semantic SimilaritySemantic Textual Similarity	CodeCode Available
When is a bishop not like a rook? When it's like a rabbi! Multi-prototype BERT embeddings for estimating semantic relationships	Nov 1, 2020	Semantic SimilaritySemantic Textual Similarity	CodeCode Available
Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity	Sep 5, 2019	Language ModelingLanguage Modelling	CodeCode Available
Where are the Keys? -- Learning Object-Centric Navigation Policies on Semantic Maps with Graph Convolutional Networks	Sep 16, 2019	ObjectSemantic Similarity	CodeCode Available
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification	Mar 2, 2023	Claim VerificationFact Verification	CodeCode Available
SSD: Towards Better Text-Image Consistency Metric in Text-to-Image Generation	Oct 27, 2022	Image GenerationSemantic Similarity	CodeCode Available
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential Recommendation	Feb 19, 2025	Recommendation SystemsSemantic Similarity	CodeCode Available
OrderBkd: Textual backdoor attack through repositioning	Feb 12, 2024	Backdoor AttackPOS	CodeCode Available
A Joint Sequence Fusion Model for Video Question Answering and Retrieval	Aug 7, 2018	DecoderMultiple-choice	CodeCode Available
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval	May 8, 2021	Image RetrievalMetric Learning	CodeCode Available
HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive Regularization	Jan 1, 2022	DiversitySemantic Segmentation	CodeCode Available
Instance Smoothed Contrastive Learning for Unsupervised Sentence Embedding	May 12, 2023	Contrastive LearningSemantic Similarity	CodeCode Available
HQA-Attack: Toward High Quality Black-Box Hard-Label Adversarial Attack on Text	Feb 2, 2024	Adversarial AttackHard-label Attack	CodeCode Available
How does BERT capture semantics? A closer look at polysemous words	Nov 1, 2020	Semanticity predictionSemantic Similarity	CodeCode Available
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples Generation with Momentum	Oct 17, 2024	Image GenerationSemantic Similarity	CodeCode Available
Integrating Visual and Semantic Similarity Using Hierarchies for Image Retrieval	Aug 16, 2023	Content-Based Image RetrievalImage Retrieval	CodeCode Available
BIS: NL2SQL Service Evaluation Benchmark for Business Intelligence Scenarios	Oct 30, 2024	Semantic SimilaritySemantic Textual Similarity	CodeCode Available
ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation	May 26, 2023	Abstract Meaning RepresentationData Augmentation	CodeCode Available
Semantic Relatedness Based Re-ranker for Text Spotting	Sep 17, 2019	ClusteringDimensionality Reduction	CodeCode Available
Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysis	May 19, 2023	Language ModelingLanguage Modelling	CodeCode Available
A Bilingual Generative Transformer for Semantic Sentence Embedding	Nov 10, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available
Phrase Localization Without Paired Training Examples	Aug 20, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available
Historical Ink: Semantic Shift Detection for 19th Century Spanish	Jul 8, 2024	Masked Language ModelingSemantic Shift Detection	CodeCode Available
Ad Hoc Table Retrieval using Semantic Similarity	Feb 16, 2018	RetrievalSemantic Similarity	CodeCode Available
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks	Oct 11, 2021	class-incremental learningClass Incremental Learning	CodeCode Available

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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