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

Showing 151200 of 1564 papers

TitleStatusHype
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security ResearchCode1
LinkTransformer: A Unified Package for Record Linkage with Transformer Language ModelsCode1
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language ModelsCode1
ComStreamClust: a communicative multi-agent approach to text clustering in streaming dataCode1
AstroCLIP: A Cross-Modal Foundation Model for GalaxiesCode1
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
Improving Language Understanding by Generative Pre-TrainingCode1
C-STS: Conditional Semantic Textual SimilarityCode1
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity RecognitionCode1
Towards Better Understanding of User Satisfaction in Open-Domain Conversational SearchCode1
Mixed Supervised Object Detection by Transferring Mask Prior and Semantic SimilarityCode1
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCOCode1
R&R: Metric-guided Adversarial Sentence GenerationCode1
Cross-lingual Text Classification with Heterogeneous Graph Neural NetworkCode1
NeuroCartography: Scalable Automatic Visual Summarization of Concepts in Deep Neural NetworksCode1
DataSculpt: Crafting Data Landscapes for Long-Context LLMs through Multi-Objective PartitioningCode1
Attentive Normalization for Conditional Image GenerationCode1
Attributable Visual Similarity LearningCode1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity RewardsCode1
Audio-Visual Class-Incremental LearningCode1
Graph-based Semantical Extractive Text AnalysisCode1
One Prompt is not Enough: Automated Construction of a Mixture-of-Expert PromptsCode1
Deep Metric Learning by Online Soft Mining and Class-Aware AttentionCode1
Demystifying and Extracting Fault-indicating Information from Logs for Failure DiagnosisCode1
Deep Representational Re-tuning using Contrastive TensionCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
Hard negative examples are hard, but usefulCode1
Do Vision and Language Encoders Represent the World Similarly?Code1
Pointly-Supervised Panoptic SegmentationCode1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
DiffSim: Taming Diffusion Models for Evaluating Visual SimilarityCode1
DIP: Dual Incongruity Perceiving Network for Sarcasm DetectionCode1
Automated radiology report generation using conditioned transformersCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Distilling Coarse-to-Fine Semantic Matching Knowledge for Weakly Supervised 3D Visual GroundingCode1
Distinguish Confusion in Legal Judgment Prediction via Revised Relation KnowledgeCode1
Automatic Generation of Topic LabelsCode1
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic FactorsCode1
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image SegmentationCode1
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous FlightCode1
3D-AVS: LiDAR-based 3D Auto-Vocabulary SegmentationCode1
Efficient Mask Correction for Click-Based Interactive Image SegmentationCode1
Improving word mover's distance by leveraging self-attention matrixCode1
Retrieval-Augmented Open-Vocabulary Object DetectionCode1
R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question AnsweringCode1
Benchmarking large language models for biomedical natural language processing applications and recommendationsCode1
Show:102550
← PrevPage 4 of 32Next →

Benchmark Results

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