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 151–175 of 1564 papers

Title	Date	Tasks	Status	Hype
NeuroCartography: Scalable Automatic Visual Summarization of Concepts in Deep Neural Networks	Aug 29, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Reinforcement Learning-powered Semantic Communication via Semantic Similarity	Aug 27, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting?	Aug 26, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Semantic-Preserving Adversarial Text Attacks	Aug 23, 2021	Adversarial TextSemantic Similarity	CodeCode Available	1
Instance Similarity Learning for Unsupervised Feature Representation	Aug 5, 2021	image-classificationImage Classification	CodeCode Available	1
DECAF: Deep Extreme Classification with Label Features	Aug 1, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1
Multimodal Representation for Neural Code Search	Jul 2, 2021	Code SearchSemantic Similarity	CodeCode Available	1
CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark	Jun 15, 2021	Intent ClassificationMedical Concept Normalization	CodeCode Available	1
Catch-A-Waveform: Learning to Generate Audio from a Single Short Example	Jun 11, 2021	Audio GenerationSemantic Similarity	CodeCode Available	1
Entity Concept-enhanced Few-shot Relation Extraction	Jun 4, 2021	RelationRelation Extraction	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
A Semantic-based Method for Unsupervised Commonsense Question Answering	May 31, 2021	Question AnsweringSemantic Similarity	CodeCode Available	1
Cross-lingual Text Classification with Heterogeneous Graph Neural Network	May 24, 2021	ClassificationGraph Neural Network	CodeCode Available	1
Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence	May 19, 2021	DecoderSemantic Similarity	CodeCode Available	1
Predicting Gene-Disease Associations with Knowledge Graph Embeddings over Multiple Ontologies	May 11, 2021	Knowledge Graph EmbeddingsSemantic Similarity	CodeCode Available	1
Paraphrastic Representations at Scale	Apr 30, 2021	CPUGPU	CodeCode Available	1
Evaluating Document Representations for Content-based Legal Literature Recommendations	Apr 28, 2021	Recommendation SystemsRepresentation Learning	CodeCode Available	1
Semantic similarity metrics for learned image registration	Apr 20, 2021	Image RegistrationSemantic Similarity	CodeCode Available	1
R&R: Metric-guided Adversarial Sentence Generation	Apr 17, 2021	Adversarial AttackGeneral Classification	CodeCode Available	1
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders	Apr 16, 2021	Contrastive LearningCross-Lingual Semantic Textual Similarity	CodeCode Available	1
SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds	Apr 11, 2021	Semantic SegmentationSemantic Similarity	CodeCode Available	1
Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models	Apr 11, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Automated radiology report generation using conditioned transformers	Mar 26, 2021	Medical Report GenerationSemantic Similarity	CodeCode Available	1
PatentSBERTa: A Deep NLP based Hybrid Model for Patent Distance and Classification using Augmented SBERT	Mar 22, 2021	ClassificationGeneral Classification	CodeCode Available	1
On Semantic Similarity in Video Retrieval	Mar 18, 2021	RetrievalSemantic Similarity	CodeCode Available	1

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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