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Papers Benchmarks Datasets Tasks

IMDB dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

IMDB

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Text Classification

IMDB (test)

3.6Attack Success Rate

27

Hypergraph Classification

IMDB dir form

69.02Accuracy

26

Graph Classification

IMDB-BINARY 1.0 (test)

0.85AUC

25

Adversarial Text Detection

IMDB

97.7F1 Score

25

Heterogeneous Node Classification

IMDB

76.57Micro-F1

24

Faithfulness Evaluation

IMDb (test)

4.5Rate of Label Changes

24

Graph Classification

imdb-binary (test)

76.7Micro F1

24

Adversarial Text Detection

IMDB (test)

97.8F1 Score

24

Sentiment Analysis

IMDB Counterfactual (test)

98Accuracy

24

Node Clustering

IMDB

10.87NMI

24

Maximum Independent Set

IMDB (test)

1Avg Approx Ratio

22

End model evaluation

IMDb

0.488Test Loss

22

Tokenization Disambiguation

IMDB English

6.58Average Perplexity (PPL)

21

Linguistic Steganography

Chinese IMDB

5.53Avg PPL (bits/token)

21

Text Classification Explanation

IMDB (test)

0.178Delta Acc (Top-1)

21

Binary Classification

IMDB

97Accuracy

21

Sentiment Analysis

IMDB

89.8F1-weighted

21

Adversarial Attack

IMDB (test)

100Success Rate

21

Image-to-text retrieval

IMDB

83.4R@1

20

Multi-turn Conversation Evaluation

IMDb

5.6MT-Bench Score

20

Text Reconstruction from Gradients

IMDB

48Average Runtime (s)

20

Sentiment prediction

IMDB (test)

0.014HS-MSE

20

Sentiment Classification

IMDb

17.36Deletion Rate

20

Synthetic Data Generation

IMDB (test)

0.893MAUVE

20

Node classification

IMDB MAM

0.625Accuracy

20

Page 3 of 14

Popular tasks

Graph Classification Text Classification Sentiment Analysis Sentiment Classification Node Classification

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