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 501–525 of 1564 papers

Title	Date	Tasks	Status	Hype
Automatic Design of Semantic Similarity Ensembles Using Grammatical Evolution	Jul 3, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Transfer learning for semantic similarity measures based on symbolic regression	Jul 2, 2023	regressionSemantic Similarity	CodeCode Available	0
A Massive Scale Semantic Similarity Dataset of Historical English	Jun 30, 2023	ArticlesSemantic Similarity	—Unverified	0
DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations	Jun 29, 2023	Data AugmentationDialogue Generation	—Unverified	0
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost	Jun 27, 2023	Active LearningSemantic Similarity	—Unverified	0
Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner Oracles	Jun 24, 2023	Recommendation SystemsSemantic Similarity	CodeCode Available	1
SeFNet: Bridging Tabular Datasets with Semantic Feature Nets	Jun 20, 2023	Meta-LearningSemantic Similarity	CodeCode Available	0
A Relaxed Optimization Approach for Adversarial Attacks against Neural Machine Translation Models	Jun 14, 2023	Adversarial AttackMachine Translation	—Unverified	0
Unbalanced Optimal Transport for Unbalanced Word Alignment	Jun 7, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	1
Augmenting Reddit Posts to Determine Wellness Dimensions impacting Mental Health	Jun 6, 2023	Data AugmentationSemantic Similarity	CodeCode Available	0
Supervised Knowledge May Hurt Novel Class Discovery Performance	Jun 6, 2023	Novel Class DiscoverySemantic Similarity	CodeCode Available	0
LyricSIM: A novel Dataset and Benchmark for Similarity Detection in Spanish Song LyricS	Jun 2, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Vocabulary-free Image Classification	Jun 1, 2023	Classificationimage-classification	CodeCode Available	1
Estimating Semantic Similarity between In-Domain and Out-of-Domain Samples	Jun 1, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence Similarity	Jun 1, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
RealignDiff: Boosting Text-to-Image Diffusion Model with Coarse-to-fine Semantic Re-alignment	May 31, 2023	Caption GenerationLanguage Modelling	—Unverified	0
Real-World Image Variation by Aligning Diffusion Inversion Chain	May 30, 2023	Image GenerationImage-Variation	CodeCode Available	1
Datasets for Portuguese Legal Semantic Textual Similarity: Comparing weak supervision and an annotation process approaches	May 29, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making	May 27, 2023	Adversarial AttackDecision Making	CodeCode Available	0
Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual Information	May 26, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
RAMP: Retrieval and Attribute-Marking Enhanced Prompting for Attribute-Controlled Translation	May 26, 2023	AttributeMachine Translation	—Unverified	0
ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation	May 26, 2023	Abstract Meaning RepresentationData Augmentation	CodeCode Available	0
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function	May 26, 2023	Fact VerificationInformation Retrieval	CodeCode Available	4
Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations	May 24, 2023	DecoderRepresentation Learning	CodeCode Available	0
SAMScore: A Content Structural Similarity Metric for Image Translation Evaluation	May 24, 2023	Semantic SimilaritySemantic Textual 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