SOTAVerified

Binary Classification

Papers

Showing 125 of 2574 papers

TitleStatusHype
Better than classical? The subtle art of benchmarking quantum machine learning modelsCode7
Speech Segmentation Optimization using Segmented Bilingual Speech Corpus for End-to-end Speech TranslationCode4
PyTorch Frame: A Modular Framework for Multi-Modal Tabular LearningCode4
Benchmarking Multimodal AutoML for Tabular Data with Text FieldsCode3
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal MemesCode3
GlyphNet: Homoglyph domains dataset and detection using attention-based Convolutional Neural NetworksCode3
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Common Sense Reasoning for Deepfake DetectionCode3
GuardT2I: Defending Text-to-Image Models from Adversarial PromptsCode3
Is deep learning necessary for simple classification tasks?Code3
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
Split-and-Fit: Learning B-Reps via Structure-Aware Voronoi PartitioningCode2
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsCode2
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorCode2
SpecDETR: A Transformer-based Hyperspectral Point Object Detection NetworkCode2
Detecting and Grounding Multi-Modal Media Manipulation and BeyondCode2
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal ModelsCode2
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive LearningCode2
DeepDTA: Deep Drug-Target Binding Affinity PredictionCode2
DeDoDe: Detect, Don't Describe -- Describe, Don't Detect for Local Feature MatchingCode2
Detect Everything with Few ExamplesCode2
Detecting and Grounding Multi-Modal Media ManipulationCode2
Maintaining Plasticity in Deep Continual LearningCode2
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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