ML Research Wiki / Benchmarks / Type prediction / ManyTypes4TypeScript

ManyTypes4TypeScript

Type prediction Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Average Accuracy

Top Performing Models

Rank Model Paper Average Accuracy Date Code
1 CodeTIDAL5 Learning Type Inference for Enhanced Dataflow Analysis 71.27 2023-10-01 📦 joernio/joernti-codetidal5
2 GraphCodeBERT GraphCodeBERT: Pre-training Code Representations with Data Flow 62.51 2020-09-17 📦 microsoft/CodeBERT
3 CodeBERT CodeBERT: A Pre-Trained Model for Programming and Natural Languages 61.72 2020-02-19 📦 salesforce/codet5 📦 microsoft/CodeBERT 📦 graykode/commit-autosuggestions
4 PolyGot Multilingual training for Software Engineering 61.29 2021-12-03 -
5 GraphPolyGot Multilingual training for Software Engineering 61.00 2021-12-03 -
6 RoBERTa RoBERTa: A Robustly Optimized BERT Pretraining Approach 59.84 2019-07-26 📦 huggingface/transformers 📦 pytorch/fairseq 📦 PaddlePaddle/PaddleNLP
7 BERT BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 57.52 2018-10-11 📦 huggingface/transformers 📦 tensorflow/models 📦 labmlai/annotated_deep_learning_paper_implementations

All Papers (7)