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Text Classification On Uk Key Stage

Metrics

F1

Results

Performance results of various models on this benchmark

Model Name	F1	Paper Title	Repository
ALBERT	67.8	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
ALBERT + ANN	79.7	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
DistilBERT	74.4	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
ELECTRA + ANN	99.6	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
Longformer	74	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
ELECTRA	71.3	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
XLNet + ANN	99.2	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
BERT	75	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
Longformer + ANN	93.9	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
RoBERTa + ANN	98.7	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
ERNIE + ANN	99.4	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
ERNIE	73.6	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
BERT + ANN	90.5	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
RoBERTa	73.1	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-
XLNet	74	What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics	-

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