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 401–450 of 1564 papers

TitleStatusHype
OrderBkd: Textual backdoor attack through repositioningCode0
DIBERT: Dependency Injected Bidirectional Encoder Representations from TransformersCode0
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community DetectionCode0
Harnessing Frozen Unimodal Encoders for Flexible Multimodal AlignmentCode0
Concept-Level Explainability for Auditing & Steering LLM ResponsesCode0
Guiding and Diversifying LLM-Based Story Generation via Answer Set ProgrammingCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
HQA-Attack: Toward High Quality Black-Box Hard-Label Adversarial Attack on TextCode0
Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language TasksCode0
ImpliRet: Benchmarking the Implicit Fact Retrieval ChallengeCode0
CompiLIG at SemEval-2017 Task 1: Cross-Language Plagiarism Detection Methods for Semantic Textual SimilarityCode0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
Global and Local Information Adjustment for Semantic Similarity EvaluationCode0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech DatasetsCode0
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action CountingCode0
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text SpatializationsCode0
GenSense: A Generalized Sense Retrofitting ModelCode0
RAmBLA: A Framework for Evaluating the Reliability of LLMs as Assistants in the Biomedical DomainCode0
Comment Ranking Diversification in Forum DiscussionsCode0
A Semantics-Based Measure of Emoji SimilarityCode0
Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyCode0
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection MethodCode0
A Semantic Relevance Based Neural Network for Text Summarization and Text SimplificationCode0
Does the Objective Matter? Comparing Training Objectives for Pronoun ResolutionCode0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical StudyCode0
AEON: A Method for Automatic Evaluation of NLP Test CasesCode0
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and DomainsCode0
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic SimilarityCode0
Import2vec - Learning Embeddings for Software LibrariesCode0
From Unimodal to Multimodal: Scaling up Projectors to Align ModalitiesCode0
Cognition-aware Cognate DetectionCode0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
Generating More Interesting Responses in Neural Conversation Models with Distributional ConstraintsCode0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
Improved Semantic Representations From Tree-Structured Long Short-Term Memory NetworksCode0
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERTCode0
Fake News Detection After LLM Laundering: Measurement and ExplanationCode0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution DetectionCode0
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic SimilarityCode0
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
Few-shot Hybrid Domain Adaptation of Image GeneratorsCode0
CLIMB-3D: Continual Learning for Imbalanced 3D Instance SegmentationCode0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022Code0
A Joint Sequence Fusion Model for Video Question Answering and RetrievalCode0
Selective Text Augmentation with Word Roles for Low-Resource Text ClassificationCode0
Explaining Text Similarity in Transformer ModelsCode0
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence SimilarityCode0
Aiming beyond the Obvious: Identifying Non-Obvious Cases in Semantic Similarity DatasetsCode0
Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual InformationCode0
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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 uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.3—Unverified
3SciBERT cased (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