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 376–400 of 1564 papers

Title	Date	Tasks	Status	Score
Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment	Jan 1, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Deep Metric Learning Beyond Binary Supervision	Apr 21, 2019	Image CaptioningImage Retrieval	CodeCode Available	5
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action Counting	Aug 31, 2024	Pose EstimationRepetitive Action Counting	CodeCode Available	5
Analyzing how BERT performs entity matching	Apr 1, 2022	Entity ResolutionSemantic Similarity	CodeCode Available	5
Textual analysis of artificial intelligence manuscripts reveals features associated with peer review outcome	Oct 21, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene Flow	Oct 7, 2022	Autonomous DrivingMotion Segmentation	CodeCode Available	5
Hierarchy-based Image Embeddings for Semantic Image Retrieval	Sep 26, 2018	Few-Shot LearningImage Retrieval	CodeCode Available	5
Assessing Wordnets with WordNet Embeddings	Jul 1, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
GenSense: A Generalized Sense Retrofitting Model	Aug 1, 2018	modelSemantic Similarity	CodeCode Available	5
Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints	Sep 4, 2018	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency	Jul 1, 2019	Adversarial AttackClassification	CodeCode Available	5
MixMOOD: A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures	Jun 14, 2020	Multi-class ClassificationSemantic Similarity	CodeCode Available	5
Model Comparison for Semantic Grouping	Apr 30, 2019	modelSemantic Similarity	CodeCode Available	5
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection Method	Nov 1, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Modelling Sentence Pairs with Tree-structured Attentive Encoder	Oct 10, 2016	Paraphrase IdentificationQuestion Selection	CodeCode Available	5
From Unimodal to Multimodal: Scaling up Projectors to Align Modalities	Sep 28, 2024	Image-text RetrievalSemantic Similarity	CodeCode Available	5
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and Domains	Mar 20, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Concept-Level Explainability for Auditing & Steering LLM Responses	May 12, 2025	Prompt EngineeringSemantic Similarity	CodeCode Available	5
Description and Evaluation of Semantic Similarity Measures Approaches	Oct 30, 2013	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D	Jan 1, 2025	Moment RetrievalSemantic Similarity	CodeCode Available	5
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical Study	Apr 11, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Multi-stage Distillation Framework for Cross-Lingual Semantic Similarity Matching	Sep 13, 2022	Contrastive LearningKnowledge Distillation	CodeCode Available	5
NapSS: Paragraph-level Medical Text Simplification via Narrative Prompting and Sentence-matching Summarization	Feb 11, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Global and Local Information Adjustment for Semantic Similarity Evaluation	May 1, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
CompiLIG at SemEval-2017 Task 1: Cross-Language Plagiarism Detection Methods for Semantic Textual Similarity	Apr 5, 2017	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5

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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