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Papers Benchmarks Datasets Tasks

SST-2 dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

SST-2

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Backdoor Mitigation

SST-2 StyleBkd (test)

93.3CACC

7

Backdoor Mitigation

SST-2 HiddenKiller (test)

92.64Clean Accuracy (CACC)

7

Backdoor Mitigation

SST-2 Addsent (test)

93.24Clean Accuracy (CACC)

7

Text Classification

SST-2 (dev)

94.9Accuracy

7

Backdoor Attack Defense

SST-2 Style attack (test)

26.7ASR

7

Text Classification

SST-2

91.7Accuracy

6

LLM fine-tuning

SST-2 (test)

16,752Number of Queries

6

Sentiment Analysis

SST-2 1k (test)

95.3Accuracy

6

Sentiment Analysis

SST-2

-0.4Clean Accuracy Delta

6

Text Classification

SST-2

92.1Clean Accuracy

6

ReLU approximation

SST-2 DistilBERT tokenized vectors (test)

0.002MSE

5

ReLU approximation

SST-2 RoBERTa tokenized vectors (test)

0.002MSE

5

Positional Encoding Stress

SST-2 n=128

0Stress

5

Diagonal Fisher Information Matrix Estimation

SST-2

0.05RelMAE

5

Sentiment Analysis

SST-2 (test)

81.65Top-1 Accuracy

5

Multiple-choice Question Answering

SST-2

91.38Accuracy

5

SST-2 (test)

97.5Accuracy

5

Sentiment Classification

SST-2 binary

91.2AUC

4

Text Classification

SST-2 TextFooler

17.6Robust Accuracy

4

Binary Classification

SST-2 Non-IID

96.07Accuracy

4

Sentiment Analysis

SST-2 Style attack

91.1Precision

4

Sentiment Analysis

SST-2

100ASR

4

Sentiment Analysis

SST-2 (val)

97Accuracy

4

End-to-end service rollout

SST-2

273Rollout Time (min)

3

Sentiment Analysis

SST-2

0.225Loss

3

Page 3 of 4

Popular tasks

Sentiment Analysis Text Classification Sentiment Classification Backdoor Mitigation Binary Classification

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