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PROCESSBENCH dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

PROCESSBENCH

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Process-level Evaluation

ProcessBench Math

43.8F1 Score

7

Process-level Evaluation

ProcessBench GSM8K

52F1 Score

7

First-error detection

ProcessBench

68.7Accuracy

6

Step-level hallucination detection

ProcessBench

91AUROC

6

Step-level classification

ProcessBench (test)

75.1F1 Score

6

Process-level Reward Modeling

PROCESSBENCH Omni-MATH

2.8Error Rate

6

Process-level Reward Modeling

PROCESSBENCH Olymp.Bench

3.3Error

6

Process-level Reward Modeling

PROCESSBENCH MATH

6.1Error Rate

6

Mathematical Reasoning

ProcessBench (PB)

0.766AUC

4

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Popular tasks

Step-wise Verification Process-level Evaluation Mathematical Reasoning Process-level Reward Modeling Process Reward Modeling

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