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Finance dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Finance

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Open-ended Generation

Finance

29.19ROUGE-Lsum

8

Table Recognition

Finance (private)

91.98TEDS (Text)

7

Text Classification

Finance

62.3Label Quality

5

Semantic column retrieval

Finance

0.62Hit@1

4

Privacy leakage estimation (User-match test)

Finance synthetic rewrites

0Epsilon (ε)

4

Partition Selection

Finance

17,695Output Size

4

Theme Label Quality

Finance Out-of-domain

42.4ROUGE-1

4

Theme Distribution

Finance Out-of-domain

55.8Accuracy

4

Human Evaluation

Finance

97Win Rate

3

Cross-domain generalization

Finance (test)

99.3Accuracy

3

Within-distribution detection

Finance v3 v4 (Unsafe vs. Safe Holdout)

99.2AUROC

2

Causal Discovery

Finance (Semi-synthetic)

67AUCadj

2

Parametric Dynamical System Modeling

Finance Extrapolation

25.9TtT0.2

2

Parametric Dynamical System Modeling

Finance Interpolation

45TtT0.2

2

Sentiment Analysis

Finance

66Accuracy

2

Streaming Knowledge Compilation

Finance instantiation

173Matched Pairs

1

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Popular tasks

Data Imputation Sentiment Classification AI-generated text detection Trend Prediction Parametric Dynamical System Modeling

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