SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 1564 papers

TitleStatusHype
Can GPT models Follow Human Summarization Guidelines? Evaluating ChatGPT and GPT-4 for Dialogue Summarization—0
Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering—0
Canonicalizing Open Knowledge Bases with Multi-Layered Meta-Graph Neural Network—0
Approximating Human-Like Few-shot Learning with GPT-based Compression—0
An Unsupervised Sampling Approach for Image-Sentence Matching Using Document-Level Structural Information—0
Decoding Emotional Experiences in Dyadic Conversations of Married Couples: Leveraging Semantic Similarity through Sentence Embedding—0
Bridging Natural Language Processing and Psycholinguistics: computationally grounded semantic similarity datasets for Basque and Spanish—0
An Unsupervised Dialogue Topic Segmentation Model Based on Utterance Rewriting—0
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective—0
Bridging Fairness and Environmental Sustainability in Natural Language Processing—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
A General Close-loop Predictive Coding Framework for Auditory Working Memory—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
DALR: Dual-level Alignment Learning for Multimodal Sentence Representation Learning—0
RealignDiff: Boosting Text-to-Image Diffusion Model with Coarse-to-fine Semantic Re-alignment—0
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase—0
A Game-Theoretic Approach to Word Sense Disambiguation—0
Boosting Few-Shot Learning With Adaptive Margin Loss—0
Czech News Dataset for Semantic Textual Similarity—0
Data Driven Content Creation using Statistical and Natural Language Processing Techniques for Financial Domain—0
Book Reviews: Semantic Similarity from Natural Language and Ontology Analysis by S\'ebastien Harispe, Sylvie Ranwez, Stefan Janaqi, and Jacky Montmain—0
BiVRec: Bidirectional View-based Multimodal Sequential Recommendation—0
A French Corpus for Semantic Similarity—0
BitSim: An Algebraic Similarity Measure for Description Logics Concepts—0
A Novel Information Theoretic Framework for Finding Semantic Similarity in WordNet—0
AI-enhanced semantic feature norms for 786 concepts—0
Czech Dataset for Semantic Similarity and Relatedness—0
Deep Contrastive Multi-view Clustering under Semantic Feature Guidance—0
BIOSSES: A Semantic Sentence Similarity Estimation System for the Biomedical Domain—0
Binary Encoded Word Mover’s Distance—0
A Novel Comprehensive Approach for Estimating Concept Semantic Similarity in WordNet—0
Bilingual Topic Models for Comparable Corpora—0
A Multi-View Framework to Detect Redundant Activity Labels for More Representative Event Logs in Process Mining—0
A Framework for Web Services Retrieval Using Bio Inspired Clustering—0
Beyond Surface Similarity: Detecting Subtle Semantic Shifts in Financial Narratives—0
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis—0
A Fine-Grained Analysis of BERTScore—0
Beyond Instance-Level Image Retrieval: Leveraging Captions to Learn a Global Visual Representation for Semantic Retrieval—0
Beyond Images: An Integrative Multi-modal Approach to Chest X-Ray Report Generation—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
A Cognitive Study on Semantic Similarity Analysis of Large Corpora: A Transformer-based Approach—0
Cross-modal Subspace Learning via Kernel Correlation Maximization and Discriminative Structure Preserving—0
Beyond Detection: Designing AI-Resilient Assessments with Automated Feedback Tool to Foster Critical Thinking—0
Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports—0
Cross-Media Scientific Research Achievements Retrieval Based on Deep Language Model—0
Beyond Context: Exploring Semantic Similarity for Tiny Face Detection—0
Beyond [CLS] through Ranking by Generation—0
A Closer Look at Novel Class Discovery from the Labeled Set—0
Cross-media Similarity Metric Learning with Unified Deep Networks—0
Beyond BLEU:Training Neural Machine Translation with Semantic Similarity—0
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All datasetsAnnotated corpus for semantic similarity of clinical trial outcomes (expanded corpus)Annotated corpus for semantic similarity of clinical trial outcomes (original corpus)SICKBIOSSESCHIP-STSClinicalSTSMedSTS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F193.38—Unverified
2SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F191.51—Unverified
3SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F190.69—Unverified
4BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F189.16—Unverified
5BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F189.12—Unverified
#ModelMetricClaimedVerifiedStatus
1BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.75—Unverified
2SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.3—Unverified
3SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.3—Unverified
4BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F186.8—Unverified
5BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F184.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Doc2VecCMSE0.31—Unverified
2LSTM (Tai et al., 2015)MSE0.28—Unverified
3Bidirectional LSTM (Tai et al., 2015)MSE0.27—Unverified
4combine-skip (Kiros et al., 2015)MSE0.27—Unverified
5Dependency Tree-LSTM (Tai et al., 2015)MSE0.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BioLinkBERT (large)Pearson Correlation0.94—Unverified
2BioLinkBERT (base)Pearson Correlation0.93—Unverified
3NCBI_BERT(base) (P+M)Pearson Correlation0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1MacBERT-largeMacro F185.6—Unverified
#ModelMetricClaimedVerifiedStatus
1CharacterBERT (base, medical, ensemble)Pearson Correlation85.62—Unverified
#ModelMetricClaimedVerifiedStatus
1NCBI_BERT(base) (P+M)Pearson Correlation0.85—Unverified