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

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Showing 201–225 of 1564 papers

Title	Date	Tasks	Status	Hype
Reading-strategy Inspired Visual Representation Learning for Text-to-Video Retrieval	Jan 23, 2022	Representation LearningRetrieval	CodeCode Available	1
Balancing Lexical and Semantic Quality in Abstractive Summarization	May 17, 2023	Abstractive Text SummarizationRe-Ranking	CodeCode Available	1
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCO	Apr 30, 2020	Image CaptioningRepresentation Learning	CodeCode Available	1
Reinforcement Learning-powered Semantic Communication via Semantic Similarity	Aug 27, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Deep Representational Re-tuning using Contrastive Tension	Jan 1, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight	Mar 19, 2025	Image SegmentationKnowledge Distillation	CodeCode Available	1
Class-relation Knowledge Distillation for Novel Class Discovery	Jul 18, 2023	Knowledge DistillationNovel Class Discovery	CodeCode Available	1
RQUGE: Reference-Free Metric for Evaluating Question Generation by Answering the Question	Nov 2, 2022	Question AnsweringQuestion Generation	CodeCode Available	1
SAMScore: A Content Structural Similarity Metric for Image Translation Evaluation	May 24, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
SANA: Cross-Species Prediction of Gene Ontology GO Annotations via Topological Network Alignment	Apr 26, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
On Semantic Similarity in Video Retrieval	Mar 18, 2021	RetrievalSemantic Similarity	CodeCode Available	1
Self-Supervised Document Similarity Ranking via Contextualized Language Models and Hierarchical Inference	Jun 2, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning	Nov 7, 2024	Decision MakingFairness	CodeCode Available	1
Semantic Novelty Detection via Relational Reasoning	Jul 18, 2022	Autonomous DrivingEdge-computing	CodeCode Available	1
Semantic similarity metrics for learned image registration	Apr 20, 2021	Image RegistrationSemantic Similarity	CodeCode Available	1
SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian Languages	Mar 27, 2024	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languages	Feb 13, 2024	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks	Aug 27, 2019	ClusteringLinear-Probe Classification	CodeCode Available	1
Benchmarking Transferable Adversarial Attacks	Feb 1, 2024	Adversarial AttackBenchmarking	CodeCode Available	1
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models	Dec 15, 2023	BenchmarkingCode Summarization	CodeCode Available	1
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning	Nov 29, 2021	Contrastive LearningLinear evaluation	CodeCode Available	1
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation Tasks	May 15, 2023	Knowledge GraphsSemantic Similarity	CodeCode Available	1
Approximating Human-Like Few-shot Learning with GPT-based Compression	Aug 14, 2023	Data CompressionFew-Shot Learning	—Unverified	0
Approche supervis\'ee de calcul de similarit\'e s\'emantique entre paires de phrases (Supervised approach to compute semantic similarity between sentence pairs)	Jun 1, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
A Graph-theoretic Summary Evaluation for ROUGE	Oct 1, 2018	Abstractive Text SummarizationSemantic Similarity	—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 uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
3	SciBERT cased (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