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 451–475 of 1564 papers

Title	Date	Tasks	Status	Score
Contextualized Semantic Distance between Highly Overlapped Texts	Oct 4, 2021	Domain AdaptationLanguage Modeling	CodeCode Available	5
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints	Jun 1, 2017	Dialogue State TrackingSemantic Similarity	CodeCode Available	5
SemSup: Semantic Supervision for Simple and Scalable Zero-shot Generalization	Feb 26, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Semantic Textual Similarity Assessment in Chest X-ray Reports Using a Domain-Specific Cosine-Based Metric	Feb 19, 2024	DiagnosticMachine Translation	CodeCode Available	5
CLIMB-3D: Continual Learning for Imbalanced 3D Instance Segmentation	Feb 24, 2025	3D Instance SegmentationContinual Learning	CodeCode Available	5
Are you tough enough? Framework for Robustness Validation of Machine Comprehension Systems	Dec 5, 2018	Question AnsweringReading Comprehension	CodeCode Available	5
A Joint Sequence Fusion Model for Video Question Answering and Retrieval	Aug 7, 2018	DecoderMultiple-choice	CodeCode Available	5
Fake News Detection After LLM Laundering: Measurement and Explanation	Jan 29, 2025	Fake News DetectionMisinformation	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
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity	Feb 20, 2025	GPULanguage Modeling	CodeCode Available	5
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential Recommendation	Feb 19, 2025	Recommendation SystemsSemantic Similarity	CodeCode Available	5
Aiming beyond the Obvious: Identifying Non-Obvious Cases in Semantic Similarity Datasets	Jul 1, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Supervised Online Hashing via Hadamard Codebook Learning	Apr 28, 2019	RetrievalSemantic Similarity	CodeCode Available	5
Are we describing the same sound? An analysis of word embedding spaces of expressive piano performance	Dec 31, 2023	Information RetrievalRetrieval	CodeCode Available	5
Exploring Key Point Analysis with Pairwise Generation and Graph Partitioning	Apr 17, 2024	Argument Mininggraph partitioning	CodeCode Available	5
EMBEDDIA at SemEval-2022 Task 8: Investigating Sentence, Image, and Knowledge Graph Representations for Multilingual News Article Similarity	Jul 1, 2022	ArticlesSemantic Similarity	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
Single-View Graph Contrastive Learning with Soft Neighborhood Awareness	Dec 12, 2024	Contrastive LearningSemantic Similarity	CodeCode Available	5
SLPL SHROOM at SemEval2024 Task 06: A comprehensive study on models ability to detect hallucination	Apr 7, 2024	HallucinationMachine Translation	CodeCode Available	5
Embeddings Evaluation Using a Novel Measure of Semantic Similarity	Jan 8, 2022	Embeddings EvaluationSemantic Similarity	CodeCode Available	5
Chinese Word Sense Embedding with SememeWSD and Synonym Set	Jun 29, 2022	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
Are LLMs complicated ethical dilemma analyzers?	May 12, 2025	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Soft Alignment Objectives for Robust Adaptation of Language Generation	Nov 29, 2022	Domain AdaptationMachine Translation	CodeCode Available	5
Explaining Text Similarity in Transformer Models	May 10, 2024	Information RetrievalRetrieval	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