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 51–100 of 1564 papers

TitleStatusHype
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
Retrieval-Augmented Open-Vocabulary Object DetectionCode1
SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian LanguagesCode1
Learning to Rematch Mismatched Pairs for Robust Cross-Modal RetrievalCode1
SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 LanguagesCode1
Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT ModelsCode1
Benchmarking Transferable Adversarial AttacksCode1
Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern RecognitionCode1
HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image RetrievalCode1
Do Vision and Language Encoders Represent the World Similarly?Code1
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative ApproachCode1
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language ModelsCode1
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model ReasoningCode1
FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated LearningCode1
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven ReasoningCode1
Mining Gaze for Contrastive Learning toward Computer-Assisted DiagnosisCode1
Few-Shot Class-Incremental Learning via Training-Free Prototype CalibrationCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
Sub-Sentence Encoder: Contrastive Learning of Propositional Semantic RepresentationsCode1
TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in RainCode1
Meaning Representations from Trajectories in Autoregressive ModelsCode1
Visual Grounding Helps Learn Word Meanings in Low-Data RegimesCode1
Context Compression for Auto-regressive Transformers with Sentinel TokensCode1
AstroCLIP: A Cross-Modal Foundation Model for GalaxiesCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive LearningCode1
LinkTransformer: A Unified Package for Record Linkage with Transformer Language ModelsCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge DistillationCode1
Audio-Visual Class-Incremental LearningCode1
Deep Fusion Transformer Network with Weighted Vector-Wise Keypoints Voting for Robust 6D Object Pose EstimationCode1
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
Distilling Coarse-to-Fine Semantic Matching Knowledge for Weakly Supervised 3D Visual GroundingCode1
Class-relation Knowledge Distillation for Novel Class DiscoveryCode1
Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation LearningCode1
Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner OraclesCode1
Unbalanced Optimal Transport for Unbalanced Word AlignmentCode1
Vocabulary-free Image ClassificationCode1
Real-World Image Variation by Aligning Diffusion Inversion ChainCode1
C-STS: Conditional Semantic Textual SimilarityCode1
SAMScore: A Content Structural Similarity Metric for Image Translation EvaluationCode1
FOCUS: Effective Embedding Initialization for Monolingual Specialization of Multilingual ModelsCode1
SneakyPrompt: Jailbreaking Text-to-image Generative ModelsCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation TasksCode1
SMATCH++: Standardized and Extended Evaluation of Semantic GraphsCode1
Benchmarking large language models for biomedical natural language processing applications and recommendationsCode1
Context-Aware Semantic Similarity Measurement for Unsupervised Word Sense DisambiguationCode1
PCPNet: An Efficient and Semantic-Enhanced Transformer Network for Point Cloud PredictionCode1
Show:102550
← PrevPage 2 of 32Next →
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