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

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Showing 1–50 of 1564 papers

TitleStatusHype
Rethinking the Sample Relations for Few-Shot ClassificationCode7
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
ERNIE: Enhanced Representation through Knowledge IntegrationCode3
Automatically Interpreting Millions of Features in Large Language ModelsCode3
InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object RecognitionCode2
BeLLM: Backward Dependency Enhanced Large Language Model for Sentence EmbeddingsCode2
PromptBERT: Improving BERT Sentence Embeddings with PromptsCode2
SEINE: Short-to-Long Video Diffusion Model for Generative Transition and PredictionCode2
Top2Vec: Distributed Representations of TopicsCode2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented GenerationCode2
Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language ModelsCode2
Large Continual Instruction AssistantCode2
Squeezed Attention: Accelerating Long Context Length LLM InferenceCode2
PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical ImagingCode2
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic SegmentationCode2
LinkBERT: Pretraining Language Models with Document LinksCode2
Reasoning to Attend: Try to Understand How <SEG> Token WorksCode2
beeFormer: Bridging the Gap Between Semantic and Interaction Similarity in Recommender SystemsCode2
Weakly-supervised Audio Separation via Bi-modal Semantic SimilarityCode2
DeepSim: Semantic similarity metrics for learned image registrationCode1
Deep Representational Re-tuning using Contrastive TensionCode1
Demystifying and Extracting Fault-indicating Information from Logs for Failure DiagnosisCode1
A Semantic-based Method for Unsupervised Commonsense Question AnsweringCode1
DECAF: Deep Extreme Classification with Label FeaturesCode1
C-STS: Conditional Semantic Textual SimilarityCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Deep Fusion Transformer Network with Weighted Vector-Wise Keypoints Voting for Robust 6D Object Pose EstimationCode1
Deep Metric Learning by Online Soft Mining and Class-Aware AttentionCode1
A Simple Long-Tailed Recognition Baseline via Vision-Language ModelCode1
AstroCLIP: A Cross-Modal Foundation Model for GalaxiesCode1
R&R: Metric-guided Adversarial Sentence GenerationCode1
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCOCode1
DataSculpt: Crafting Data Landscapes for Long-Context LLMs through Multi-Objective PartitioningCode1
Describing Sets of Images with Textual-PCACode1
Context-Aware Semantic Similarity Measurement for Unsupervised Word Sense DisambiguationCode1
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security ResearchCode1
Context Compression for Auto-regressive Transformers with Sentinel TokensCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Catch-A-Waveform: Learning to Generate Audio from a Single Short ExampleCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity RewardsCode1
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From CharactersCode1
Class-relation Knowledge Distillation for Novel Class DiscoveryCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
ComStreamClust: a communicative multi-agent approach to text clustering in streaming dataCode1
CBLUE: A Chinese Biomedical Language Understanding Evaluation BenchmarkCode1
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity RecognitionCode1
Cross-lingual Text Classification with Heterogeneous Graph Neural NetworkCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
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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