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SOTA Automated essay scoring benchmarks and papers with code | Wizwand
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Automated essay scoring
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ASAP 1.0 (test)
HA-LSTM+SST+DAT
Prompt 1 QWK
0.836
51
4mo ago
IELTS Writing Task 2
Llama-3.1-8B (4-LoRA)
Accuracy
99.02
22
4mo ago
ELLIPSE
MTAA
Quadratic Weighted Kappa
0.72
14
3mo ago
ASAP Kaggle 2.0 (test)
Model 5 (Linguistic features)
QWK
0.84
13
4mo ago
ASAP and ASAP++ (five-fold cross-validation)
TAPO
Score P1
0.73
11
2mo ago
ASAP++ (test)
PsyScore-AES
Score P1
0.744
10
1mo ago
TCF generalization corpus
Simple Concatenation (SC)
Pearson Correlation (ρ)
0.94
10
1mo ago
ASAP++ full-data setting
DualBERT+LoRA+SA
Score P1
0.734
10
4mo ago
ASAP 2.0
TIDE
QWK
49.51
7
2mo ago
ArGPT
TIDE
QWK
53.59
7
2mo ago
CEAMC
TIDE
QWK
45.64
7
2mo ago
TOEFL
StruSim
Prompt 1 Score
75.97
7
4mo ago
FCE (In-domain)
DistilBERT
RMSE
2.08
6
2mo ago
IELTS Task 2 (In-domain)
BERT
RMSE
0.632
6
2mo ago
ASAP++ 32-data setting (test)
DualBERT + LoRA + SA + UST
QWK (P1)
0.635
6
4mo ago
ASAP++
TAPO
QWK
0.726
5
2mo ago
ASAP
TAPO
QWK
0.743
5
2mo ago
LAILA (cross-prompt)
TRATES
Relevance Score
55.7
5
4mo ago
Feedback Prize (test)
TAPO
QWK (Cohesion)
0.603
4
2mo ago
ASAP Long Essays (Prompts 1, 2, 8)
HA-LSTM+SST+DAT
Score (P1)
83.6
4
4mo ago
FCE public (test)
Human annotators
Pearson's r
79.6
4
4mo ago
LAILA
MAPLE
P1 Score
0.537
3
3mo ago
ASAP
EPCTS*
Score P1
0.659
3
3mo ago
ASAP 2.0 and ELLIPSE
Baseline (DeBERTa)
QWK
0.792
3
4mo ago
ASAP Prompt 8 (val)
NPCR
QWK
0.779
2
3mo ago
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