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 426–450 of 1564 papers

Title	Date	Tasks	Status	Score
AEON: A Method for Automatic Evaluation of NLP Test Cases	May 13, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and Domains	Mar 20, 2022	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic Similarity	Apr 2, 2024	Abstract Meaning RepresentationFact Checking	CodeCode Available	5
Import2vec - Learning Embeddings for Software Libraries	Mar 27, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
From Unimodal to Multimodal: Scaling up Projectors to Align Modalities	Sep 28, 2024	Image-text RetrievalSemantic Similarity	CodeCode Available	5
Cognition-aware Cognate Detection	Dec 15, 2021	Cross-Lingual Information RetrievalInformation Retrieval	CodeCode Available	5
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning	Aug 29, 2024	Few-Shot Imitation LearningImitation Learning	CodeCode Available	5
Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints	Sep 4, 2018	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
GSTran: Joint Geometric and Semantic Coherence for Point Cloud Segmentation	Aug 21, 2024	Point Cloud SegmentationSemantic Similarity	CodeCode Available	5
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks	Feb 28, 2015	General ClassificationSemantic Similarity	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
Fake News Detection After LLM Laundering: Measurement and Explanation	Jan 29, 2025	Fake News DetectionMisinformation	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
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity	Feb 20, 2025	GPULanguage Modeling	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
Few-shot Hybrid Domain Adaptation of Image Generators	Oct 30, 2023	Domain AdaptationSemantic Similarity	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
Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022	Jun 29, 2022	Multi-Instance RetrievalRetrieval	CodeCode Available	5
A Joint Sequence Fusion Model for Video Question Answering and Retrieval	Aug 7, 2018	DecoderMultiple-choice	CodeCode Available	5
Selective Text Augmentation with Word Roles for Low-Resource Text Classification	Sep 4, 2022	ClassificationData Augmentation	CodeCode Available	5
Explaining Text Similarity in Transformer Models	May 10, 2024	Information RetrievalRetrieval	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
Aiming beyond the Obvious: Identifying Non-Obvious Cases in Semantic Similarity Datasets	Jul 1, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	5
Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual Information	May 26, 2023	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 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