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Papers Benchmarks Datasets Tasks

Automated Short Answer Scoring research benchmarks · SOTA2 Research

Automated Short Answer Scoring

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ASAP-SAS (test)

0.95Score Q1

13

Apr 23, 2026

ASAP-SAS Item 10 (test)

Iterative Skill Optimization

0.648QWK

8

May 29, 2026

ASAP-SAS Item 9 (test)

Iterative Skill Optimization

0.656QWK

8

May 29, 2026

ASAP-SAS Item 8 (test)

Iterative Skill Optimization

0.573QWK

8

May 29, 2026

ASAP-SAS Item 7 (test)

Iterative Skill Optimization

0.469QWK

8

May 29, 2026

ASAP-SAS Item 6 (test)

Iterative Skill Optimization

0.769QWK

8

May 29, 2026

ASAP-SAS Item 5 (test)

0.69QWK

8

May 29, 2026

ASAP-SAS Item 4 (test)

Iterative Skill Optimization

0.598QWK

8

May 29, 2026

ASAP-SAS Item 3 (test)

Iterative Skill Optimization

0.473QWK

8

May 29, 2026

ASAP-SAS Item 2 (test)

Iterative Skill Optimization

0.733QWK

8

May 29, 2026

ASAP-SAS Item 1 (test)

Iterative Skill Optimization

0.793QWK

8

May 29, 2026

SAS Average across subjects (OOD)

42.9Accuracy

7

Jun 5, 2026

SAS Physics subject (OOD)

37.8Accuracy

7

Jun 5, 2026

SAS Geography subject (OOD)

43.3Accuracy

7

Jun 5, 2026

SAS History subject (OOD)

47.7Accuracy

7

Jun 5, 2026

Private-Physics (OOD)

45.2ACC

7

Jun 5, 2026

Private-Physics (ID)

51.2Accuracy

7

Jun 5, 2026

Private-Biology (OOD)

0.489Accuracy

7

Jun 5, 2026

Private-Biology (ID)

50.7Accuracy

7

Jun 5, 2026

Popular datasets

ASAP-SAS SAS Private-Biology Private-Physics

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