SOTAVerified

Binary Classification

Papers

Showing 401425 of 2574 papers

TitleStatusHype
Rigorous Probabilistic Guarantees for Robust Counterfactual ExplanationsCode0
PSPU: Enhanced Positive and Unlabeled Learning by Leveraging Pseudo Supervision0
Beyond Binary Gender Labels: Revealing Gender Biases in LLMs through Gender-Neutral Name Predictions0
Hard-Attention Gates with Gradient Routing for Endoscopic Image ComputingCode1
MDDBranchNet: A Deep Learning Model for Detecting Major Depressive Disorder Using ECG SignalCode0
Implicit Hypersurface Approximation Capacity in Deep ReLU Networks0
TartuNLP @ AXOLOTL-24: Leveraging Classifier Output for New Sense Detection in Lexical Semantics0
A Critical Assessment of Interpretable and Explainable Machine Learning for Intrusion Detection0
ACTRESS: Active Retraining for Semi-supervised Visual Grounding0
A Contrastive Learning Based Convolutional Neural Network for ERP Brain-Computer Interfaces0
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
Fake News Detection and Manipulation Reasoning via Large Vision-Language Models0
The Impact of an XAI-Augmented Approach on Binary Classification with Scarce Data0
Small Aerial Target Detection for Airborne Infrared Detection Systems using LightGBM and Trajectory Constraints0
OxonFair: A Flexible Toolkit for Algorithmic FairnessCode1
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning0
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language ModelsCode0
Pairwise Difference Learning for ClassificationCode1
IndoToxic2024: A Demographically-Enriched Dataset of Hate Speech and Toxicity Types for Indonesian Language0
Detecting Machine-Generated Texts: Not Just "AI vs Humans" and Explainability is Complicated0
Continuous Output Personality Detection Models via Mixed Strategy Training0
AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning0
Towards Fine-Grained Citation Evaluation in Generated Text: A Comparative Analysis of Faithfulness Metrics0
Pathological Regularization Regimes in Classification TasksCode0
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language FeedbackCode1
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Benchmark Results

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