SOTAVerified

Multi-Label Text Classification

According to Wikipedia "In machine learning, multi-label classification and the strongly related problem of multi-output classification are variants of the classification problem where multiple labels may be assigned to each instance. Multi-label classification is a generalization of multiclass classification, which is the single-label problem of categorizing instances into precisely one of more than two classes; in the multi-label problem there is no constraint on how many of the classes the instance can be assigned to."

Papers

Showing 150 of 171 papers

TitleStatusHype
Qwen Technical ReportCode6
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical TextCode1
MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text ClassificationCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text ClassificationCode1
Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
Tag Recommendation for Online Q&A Communities based on BERT Pre-Training TechniqueCode1
Towards Robustness to Label Noise in Text Classification via Noise ModelingCode1
Balancing Methods for Multi-label Text Classification with Long-Tailed Class DistributionCode1
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationCode1
Does Head Label Help for Long-Tailed Multi-Label Text ClassificationCode1
Large-Scale Multi-Label Text Classification on EU LegislationCode1
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Clusters for Extreme Multi-label Text ClassificationCode1
The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model StudyCode1
Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text ClassificationCode1
Open-world Multi-label Text Classification with Extremely Weak SupervisionCode1
OTSeq2Set: An Optimal Transport Enhanced Sequence-to-Set Model for Extreme Multi-label Text ClassificationCode1
Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text ClassificationCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
MATCH: Metadata-Aware Text Classification in A Large HierarchyCode1
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding InitialisationCode1
Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label ClassificationCode1
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag BiasCode1
ECLARE: Extreme Classification with Label Graph CorrelationsCode1
AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text ClassificationCode1
Are We Really Making Much Progress in Text Classification? A Comparative ReviewCode1
Co-attention network with label embedding for text classificationCode1
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot LabelsCode1
Exploiting Global and Local Hierarchies for Hierarchical Text ClassificationCode1
Prompt Tuned Embedding Classification for Multi-Label Industry Sector AllocationCode1
Correlation Networks for Extreme Multi-label Text ClassificationCode1
Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of ChinaCode1
An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical NotesCode0
Mao-Zedong At SemEval-2023 Task 4: Label Represention Multi-Head Attention Model With Contrastive Learning-Enhanced Nearest Neighbor Mechanism For Multi-Label Text ClassificationCode0
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label ClassificationCode0
Label-Wise Document Pre-Training for Multi-Label Text ClassificationCode0
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural NetworkCode0
Taming Pretrained Transformers for Extreme Multi-label Text ClassificationCode0
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text ClassificationCode0
Label-Specific Document Representation for Multi-Label Text ClassificationCode0
Large Scale Legal Text Classification Using Transformer ModelsCode0
I-AID: Identifying Actionable Information from Disaster-related TweetsCode0
Hierarchical Text Classification (HTC) vs. eXtreme Multilabel Classification (XML): Two Sides of the Same MedalCode0
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based ModelsCode0
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy ReasoningCode0
PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT ModelCode0
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TTD (w/ fine-tuning)Precision88.3Unverified
2TTD (w/o fine-tuning)Precision82.9Unverified
3Qwen-72BPrecision69.3Unverified
4NLTKPrecision59.8Unverified
5Vicuna-33BPrecision52.7Unverified
6Vicuna-7BPrecision44.1Unverified
#ModelMetricClaimedVerifiedStatus
1CB-NTRMicro-F190.74Unverified
2NTR-FLMicro-F190.7Unverified
3DBMicro-F190.62Unverified
4MAGNETMicro-F189.9Unverified
5CNLEMicro-F189.9Unverified
6VLAWEMicro-F189.3Unverified
#ModelMetricClaimedVerifiedStatus
1LSANP@185.28Unverified
2LAHAP@184.48Unverified
3LW-PTMicro F172.8Unverified
4CNLEMicro F171.7Unverified
5MAGNETF169.6Unverified
#ModelMetricClaimedVerifiedStatus
1TagBERTF1-score46Unverified
2TagCNNF1-score45.3Unverified
3TagMulRecF1-score36.4Unverified
4EnTagRecF1-score36Unverified
5FastTagRecF1-score33.2Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.88Unverified
2SVMAverage F10.78Unverified
3NBAverage F10.63Unverified
#ModelMetricClaimedVerifiedStatus
1bert-baseP@568.7Unverified
2NLP-CapP@552.83Unverified
3LAHAP@550.71Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.89Unverified
2SVMAverage F10.66Unverified
3NBAverage F10.38Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.89Unverified
2SVMAverage F10.82Unverified
3NBAverage F10.51Unverified
#ModelMetricClaimedVerifiedStatus
1HLANAUC0.92Unverified
2Feed-forward NNPrecision0.25Unverified
#ModelMetricClaimedVerifiedStatus
1D2SBERT using Sequence AttentionMicro-F168.56Unverified
2HLANMicro-F164.1Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@194.87Unverified
#ModelMetricClaimedVerifiedStatus
1Bert1:1 Accuracy0.8Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@154.38Unverified
#ModelMetricClaimedVerifiedStatus
1DECAFPrecision@138.4Unverified
#ModelMetricClaimedVerifiedStatus
1ECLAREPrecision@140.74Unverified
#ModelMetricClaimedVerifiedStatus
1HiddeNMacro-F147.3Unverified
#ModelMetricClaimedVerifiedStatus
1MAGNETMicro-F188.5Unverified
#ModelMetricClaimedVerifiedStatus
1MAGNETMicro-F156.8Unverified
#ModelMetricClaimedVerifiedStatus
1BERTF166.83Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@184.18Unverified