Classification on UK Key Stage Readability

Metric: F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1▼	Augmentations	Paper	Date↕	Code
1	ELECTRA + ANN	99.6	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
2	ERNIE + ANN	99.4	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
3	XLNet + ANN	99.2	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
4	RoBERTa + ANN	98.7	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
5	Longformer + ANN	93.9	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
6	BERT + ANN	90.5	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
7	ALBERT + ANN	79.7	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
8	BERT	75	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
9	DistilBERT	74.4	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
10	Longformer	74	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
11	XLNet	74	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
12	ERNIE	73.6	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
13	RoBERTa	73.1	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
14	ELECTRA	71.3	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-
15	ALBERT	67.8	No	What Differentiates Educational Literature? A Mu...	2024-11-26	-

#1ELECTRA + ANNSOTA
99.6
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#2ERNIE + ANN
99.4
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#3XLNet + ANN
99.2
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#4RoBERTa + ANN
98.7
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#5Longformer + ANN
93.9
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#6BERT + ANN
90.5
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#7ALBERT + ANN
79.7
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#8BERT
75
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#9DistilBERT
74.4
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#10Longformer
74
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#11XLNet
74
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#12ERNIE
73.6
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#13RoBERTa
73.1
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#14ELECTRA
71.3
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics
#15ALBERT
67.8
F1· 2024-11-26
What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics