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 476–500 of 1564 papers

Title	Date	Tasks	Status	Score
Are we describing the same sound? An analysis of word embedding spaces of expressive piano performance	Dec 31, 2023	Information RetrievalRetrieval	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
Emu: Enhancing Multilingual Sentence Embeddings with Semantic Specialization	Sep 15, 2019	intent-classificationIntent Classification	CodeCode Available	5
Few-shot Hybrid Domain Adaptation of Image Generators	Oct 30, 2023	Domain AdaptationSemantic Similarity	CodeCode Available	5
Term Expansion and FinBERT fine-tuning for Hypernym and Synonym Ranking of Financial Terms	Jul 29, 2021	Data AugmentationSemantic Similarity	CodeCode Available	5
Text-in-Context: Token-Level Error Detection for Table-to-Text Generation	Aug 1, 2021	Language ModelingLanguage Modelling	CodeCode Available	5
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling	May 13, 2020	Abstractive Text SummarizationDocument Embedding	CodeCode Available	5
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene Flow	Oct 7, 2022	Autonomous DrivingMotion Segmentation	CodeCode Available	5
Chinese Word Sense Embedding with SememeWSD and Synonym Set	Jun 29, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
The Impact of Word Splitting on the Semantic Content of Contextualized Word Representations	Feb 22, 2024	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings	Jan 2, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
A Resource-Light Method for Cross-Lingual Semantic Textual Similarity	Jan 19, 2018	Cross-Lingual Information RetrievalCross-Lingual Semantic Textual Similarity	CodeCode Available	5
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments	Jul 13, 2024	Entity LinkingNatural Language Inference	CodeCode Available	5
Are LLMs complicated ethical dilemma analyzers?	May 12, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Entity-enhanced Adaptive Reconstruction Network for Weakly Supervised Referring Expression Grounding	Jul 18, 2022	AttributeReferring Expression	CodeCode Available	5
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection	Jul 6, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	5
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning	May 22, 2025	GSM8KMath	CodeCode Available	5
Fake News Detection After LLM Laundering: Measurement and Explanation	Jan 29, 2025	Fake News DetectionMisinformation	CodeCode Available	5
A random forest based computational model for predicting novel lncRNA-disease associations	Mar 27, 2020	feature selectionPrediction	CodeCode Available	5
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMs	Jan 24, 2025	Knowledge GraphsMedical Question Answering	CodeCode Available	5
Transformers for Green Semantic Communication: Less Energy, More Semantics	Oct 11, 2023	BenchmarkingCPU	CodeCode Available	5
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence Similarity	Jun 1, 2023	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual Similarity	Dec 3, 2024	Adversarial RobustnessAdversarial Text	CodeCode Available	5
Explaining Text Similarity in Transformer Models	May 10, 2024	Information RetrievalRetrieval	CodeCode Available	5
Category-aware EEG image generation based on wavelet transform and contrast semantic loss	May 30, 2025	EEGImage Generation	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 uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")	F1	89.3	—	Unverified
3	SciBERT cased (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