SOTAVerified

Binary Classification

Papers

Showing 601625 of 2574 papers

TitleStatusHype
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
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
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
Movement-Prediction-Adjusted Naïve Forecast0
Pathological Regularization Regimes in Classification TasksCode0
Is AI fun? HumorDB: a curated dataset and benchmark to investigate graphical humor0
Fine-Tuning BERTs for Definition Extraction from Mathematical Text0
Challenges in Binary Classification0
Skin Cancer Images Classification using Transfer Learning Techniques0
TREE: Tree Regularization for Efficient Execution0
Is Efficient PAC Learning Possible with an Oracle That Responds 'Yes' or 'No'?0
Explainable assessment of financial experts' credibility by classifying social media forecasts and checking the predictions with actual market data0
Retraining with Predicted Hard Labels Provably Increases Model Accuracy0
Hyperbolic sentence representations for solving Textual Entailment0
Biomarker based Cancer Classification using an Ensemble with Pre-trained Models0
Learning from Natural Language Explanations for Generalizable Entity Matching0
Improving Noise Robustness through Abstractions and its Impact on Machine Learning0
LT4SG@SMM4H24: Tweets Classification for Digital Epidemiology of Childhood Health Outcomes Using Pre-Trained Language Models0
Toxic Memes: A Survey of Computational Perspectives on the Detection and Explanation of Meme ToxicitiesCode0
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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