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 351–375 of 1564 papers

Title	Date	Tasks	Status	Score
Controlling Length in Abstractive Summarization Using a Convolutional Neural Network	Oct 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	5
Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment	Jan 1, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval	May 31, 2019	Entity EmbeddingsLanguage Modeling	CodeCode Available	5
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning	Aug 2, 2024	Continual LearningKnowledge Distillation	CodeCode Available	5
Hierarchy-based Image Embeddings for Semantic Image Retrieval	Sep 26, 2018	Few-Shot LearningImage Retrieval	CodeCode Available	5
A Bilingual Generative Transformer for Semantic Sentence Embedding	Nov 10, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Continual Audio-Visual Sound Separation	Nov 5, 2024	Continual LearningSemantic Similarity	CodeCode Available	5
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community Detection	Nov 4, 2024	Anomaly DetectionAttribute	CodeCode Available	5
GSTran: Joint Geometric and Semantic Coherence for Point Cloud Segmentation	Aug 21, 2024	Point Cloud SegmentationSemantic Similarity	CodeCode Available	5
Asymmetric Visual Semantic Embedding Framework for Efficient Vision-Language Alignment	Mar 10, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Ad Hoc Table Retrieval using Semantic Similarity	Feb 16, 2018	RetrievalSemantic Similarity	CodeCode Available	5
Learning Composition Models for Phrase Embeddings	Jan 1, 2015	Language ModelingLanguage Modelling	CodeCode Available	5
Guiding and Diversifying LLM-Based Story Generation via Answer Set Programming	Jun 1, 2024	DiversitySemantic Similarity	CodeCode Available	5
Datasets for Portuguese Legal Semantic Textual Similarity: Comparing weak supervision and an annotation process approaches	May 29, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Identifying Cognate Sets Across Dictionaries of Related Languages	Sep 1, 2017	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Jmp8 at SemEval-2017 Task 2: A simple and general distributional approach to estimate word similarity	Aug 1, 2017	Dimensionality ReductionSemantic Similarity	CodeCode Available	5
GenSense: A Generalized Sense Retrofitting Model	Aug 1, 2018	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
Deconstruct to Reconstruct a Configurable Evaluation Metric for Open-Domain Dialogue Systems	Nov 1, 2020	Dialogue EvaluationSemantic Similarity	CodeCode Available	5
Decoupling Semantic Similarity from Spatial Alignment for Neural Networks	Oct 30, 2024	Image RetrievalSemantic Similarity	CodeCode Available	5
Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency	Jul 1, 2019	Adversarial AttackClassification	CodeCode Available	5
Global and Local Information Adjustment for Semantic Similarity Evaluation	May 1, 2021	Semantic SimilaritySemantic Textual 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
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

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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