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Papers Benchmarks Datasets Tasks

Type Inference research benchmarks · SOTA2 Research

Type Inference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DeepTyper TypeScript (test)

DeepTyper BiLSTM

54.01Acc@1

11

Feb 26, 2026

Private macOS Frameworks (MOTIF) (test)

75.2PM Accuracy

9

Feb 26, 2026

DB111K-174 original (test)

78.9H@1

7

Feb 26, 2026

YAGO26K-906 original (test)

87.1Hits@1

7

Feb 26, 2026

Type Inference (test)

CodeSSM-8kernel

60.98F1 Score

4

Feb 26, 2026

LambdaNet original (test)

53.2Top-1 Acc (User-Defined)

4

Feb 26, 2026

DIRT Out-Train (test)

68.66Accuracy

3

Mar 10, 2026

DIRT In-Train (test)

98.53Accuracy

3

Mar 10, 2026

90.15Accuracy

3

Mar 10, 2026

ManyTypes4TypeScript

90.03Top-1 Acc (Top-100)

3

Feb 26, 2026

Popular datasets

DIRT YAGO DB111K DeepTyper LambdaNet

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