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 451–500 of 1564 papers

TitleStatusHype
Automatic Real-word Error Correction in Persian Text—0
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text—0
Uncovering Semantics and Topics Utilized by Threat Actors to Deliver Malicious Attachments and URLs—0
Label-anticipated Event Disentanglement for Audio-Visual Video Parsing—0
HyCIR: Boosting Zero-Shot Composed Image Retrieval with Synthetic Labels—0
Historical Ink: Semantic Shift Detection for 19th Century SpanishCode0
JailbreakHunter: A Visual Analytics Approach for Jailbreak Prompts Discovery from Large-Scale Human-LLM Conversational Datasets—0
How to Learn in a Noisy World? Self-Correcting the Real-World Data Noise on Machine Translation—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
GenderBias-VL: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing—0
ProtoGMM: Multi-prototype Gaussian-Mixture-based Domain Adaptation Model for Semantic Segmentation—0
Generating Is Believing: Membership Inference Attacks against Retrieval-Augmented Generation—0
A Text is Worth Several Tokens: Text Embedding from LLMs Secretly Aligns Well with The Key Tokens—0
Multimodal Physiological Signals Representation Learning via Multiscale Contrasting for Depression Recognition—0
Cross-lingual paraphrase identification—0
Semantic Enhanced Few-shot Object Detection—0
Knowledge Tagging System on Math Questions via LLMs with Flexible Demonstration Retriever—0
Saliency Attention and Semantic Similarity-Driven Adversarial Perturbation—0
News Without Borders: Domain Adaptation of Multilingual Sentence Embeddings for Cross-lingual News RecommendationCode0
Large Language Models for Automatic Milestone Detection in Group Discussions—0
Revisiting Cosine Similarity via Normalized ICA-transformed EmbeddingsCode0
Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channels—0
Exploring the Correlation between Human and Machine Evaluation of Simultaneous Speech Translation—0
Self-Supervised Speech Representations are More Phonetic than SemanticCode0
Do LLMs Exhibit Human-Like Reasoning? Evaluating Theory of Mind in LLMs for Open-Ended Responses—0
Semantic Similarity Score for Measuring Visual Similarity at Semantic Level—0
Linguistically Conditioned Semantic Textual SimilarityCode0
Repurposing Language Models into Embedding Models: Finding the Compute-Optimal RecipeCode0
User Intent Recognition and Semantic Cache Optimization-Based Query Processing Framework using CFLIS and MGR-LAU—0
TexIm FAST: Text-to-Image Representation for Semantic Similarity Evaluation using Transformers—0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
Guiding and Diversifying LLM-Based Story Generation via Answer Set ProgrammingCode0
Just Rewrite It Again: A Post-Processing Method for Enhanced Semantic Similarity and Privacy Preservation of Differentially Private Rewritten Text—0
Unifying Demonstration Selection and Compression for In-Context Learning—0
A Neurosymbolic Framework for Bias Correction in Convolutional Neural Networks—0
DEMO: A Statistical Perspective for Efficient Image-Text Matching—0
Words Blending Boxes. Obfuscating Queries in Information Retrieval using Differential Privacy—0
MetaReflection: Learning Instructions for Language Agents using Past Reflections—0
InsightNet: Structured Insight Mining from Customer Feedback—0
Explaining Text Similarity in Transformer ModelsCode0
Is the House Ready For Sleeptime? Generating and Evaluating Situational Queries for Embodied Question Answering—0
Adapting Dual-encoder Vision-language Models for Paraphrased Retrieval—0
Unsupervised Flow Discovery from Task-oriented Dialogues—0
NLU-STR at SemEval-2024 Task 1: Generative-based Augmentation and Encoder-based Scoring for Semantic Textual Relatedness—0
Saliency Suppressed, Semantics Surfaced: Visual Transformations in Neural Networks and the BrainCode0
Examining the robustness of LLM evaluation to the distributional assumptions of benchmarks—0
Learning Object Semantic Similarity with Self-Supervision—0
TopoLedgerBERT: Topological Learning of Ledger Description Embeddings using Siamese BERT-Networks—0
ParaFusion: A Large-Scale LLM-Driven English Paraphrase Dataset Infused with High-Quality Lexical and Syntactic Diversity—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 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