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 401–425 of 1564 papers

Title	Date	Tasks	Status	Score
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene Flow	Oct 7, 2022	Autonomous DrivingMotion Segmentation	CodeCode Available	5
DIBERT: Dependency Injected Bidirectional Encoder Representations from Transformers	Dec 5, 2021	Language ModelingLanguage Modelling	CodeCode Available	5
Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment	Jan 1, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Hybrid Semantic Recommender System for Chemical Compounds	Jan 21, 2020	Collaborative FilteringRecommendation Systems	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
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets	Nov 1, 2020	Hate Speech DetectionSelection bias	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
Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints	Sep 4, 2018	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations	Jul 25, 2024	DescriptiveDimensionality Reduction	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
Comment Ranking Diversification in Forum Discussions	Feb 27, 2020	Re-RankingSemantic Similarity	CodeCode Available	5
A Semantics-Based Measure of Emoji Similarity	Jul 14, 2017	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
From Unimodal to Multimodal: Scaling up Projectors to Align Modalities	Sep 28, 2024	Image-text RetrievalSemantic Similarity	CodeCode Available	5
Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency	Jul 1, 2019	Adversarial AttackClassification	CodeCode Available	5
Few-shot Hybrid Domain Adaptation of Image Generators	Oct 30, 2023	Domain AdaptationSemantic Similarity	CodeCode Available	5
A Semantic Relevance Based Neural Network for Text Summarization and Text Simplification	Oct 6, 2017	DecoderSemantic Similarity	CodeCode Available	5
Import2vec - Learning Embeddings for Software Libraries	Mar 27, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-Encoder	May 30, 2025	ArticlesSemantic Similarity	CodeCode Available	5
Beyond BLEU: Training Neural Machine Translation with Semantic Similarity	Sep 14, 2019	DiversityMachine Translation	CodeCode Available	5
PromptMap: An Alternative Interaction Style for AI-Based Image Generation	Mar 12, 2025	Image GenerationSemantic Similarity	CodeCode Available	5
Cognition-aware Cognate Detection	Dec 15, 2021	Cross-Lingual Information RetrievalInformation Retrieval	CodeCode Available	5
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERT	Aug 22, 2020	Multiple-choiceQuestion Answering	CodeCode Available	5
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning	Aug 29, 2024	Few-Shot Imitation LearningImitation Learning	CodeCode Available	5
Effective and Imperceptible Adversarial Textual Attack via Multi-objectivization	Nov 2, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity	Feb 20, 2025	GPULanguage Modeling	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