SOTAVerified

Binary Classification

Papers

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Showing 701–725 of 2574 papers

TitleStatusHype
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
19 Parameters Is All You Need: Tiny Neural Networks for Particle PhysicsCode0
Modality Dropout for Multimodal Device Directed Speech Detection using Verbal and Non-Verbal Features—0
Paraphrase Types for Generation and DetectionCode1
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsCode2
Testing the Consistency of Performance Scores Reported for Binary Classification ProblemsCode1
Detecting and Mitigating Algorithmic Bias in Binary Classification using Causal Modeling—0
Predicting Human Impressions of Robot Performance During Navigation Tasks—0
Topological Expressivity of ReLU Neural Networks—0
Hypergraph Echo State Network—0
Soft ascent-descent as a stable and flexible alternative to floodingCode0
COVID-19 detection using ViT transformer-based approach from Computed Tomography ImagesCode0
Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation—0
Relative intrinsic dimensionality is intrinsic to learning—0
Federated Quantum Machine Learning with Differential Privacy—0
Facial Forgery-based Deepfake Detection using Fine-Grained Features—0
Binary Classification with Confidence Difference—0
Post-hoc Bias Scoring Is Optimal For Fair ClassificationCode0
Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class ImbalanceCode1
Breaking Down Word Semantics from Pre-trained Language Models through Layer-wise Dimension Selection—0
PGraphDTA: Improving Drug Target Interaction Prediction using Protein Language Models and Contact MapsCode0
Integrating Audio-Visual Features for Multimodal Deepfake Detection—0
Accelerated Neural Network Training with Rooted Logistic Objectives—0
Amazon Books Rating prediction & Recommendation Model—0
On the Performance of Multimodal Language Models—0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified