paper-with-me

Code Documentation Generation 벤치마크

Code Documentation Generation on CodeSearchNet - Java

24개 결과 · ⬇ CSV · JSON

Smoothed BLEU-4

11.42 14.03 16.64 19.26 21.87 2020-02 2026-09 CodeBERT (MLM+RTD) — 14.56 (2020-02-19) CodeBERT (MLM) — 13.59 (2020-02-19) RoBERTa — 13.2 (2020-02-19) pre-train w/ code only — 13.07 (2020-02-19) CodeBERT (RTD) — 12.72 (2020-02-19) Transformer — 12.57 (2020-02-19) seq2seq — 11.42 (2020-02-19) CodeBERT (MLM+RTD) — 14.56 (2020-02-19) CodeBERT (MLM) — 13.59 (2020-02-19) RoBERTa — 13.2 (2020-02-19) pre-train w/ code only — 13.07 (2020-02-19) CodeBERT (RTD) — 12.72 (2020-02-19) Transformer — 12.57 (2020-02-19) seq2seq — 11.42 (2020-02-19) CodeBERT (MLM+RTD) — 14.56 (2020-02-19) CodeBERT (MLM) — 13.59 (2020-02-19) RoBERTa — 13.2 (2020-02-19) pre-train w/ code only — 13.07 (2020-02-19) CodeBERT (RTD) — 12.72 (2020-02-19) Transformer — 12.57 (2020-02-19) seq2seq — 11.42 (2020-02-19) CodeTrans-MT-Large — 21.87 (2021-04-06) CodeTrans-MT-Large — 21.87 (2021-04-06) CodeTrans-MT-Large — 21.87 (2021-04-06) CodeBERT (MLM+RTD) — 14.56 (2020-02-19) CodeTrans-MT-Large — 21.87 (2021-04-06)
RankModel Smoothed BLEU-4 PaperCodeYear
1 CodeTrans-MT-Large 21.87 CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing agemagician/CodeTrans 2021
2 CodeBERT (MLM+RTD) 14.56 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
3 CodeBERT (MLM) 13.59 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
4 RoBERTa 13.2 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
5 pre-train w/ code only 13.07 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
6 CodeBERT (RTD) 12.72 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
7 Transformer 12.57 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
8 seq2seq 11.42 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
9 CodeTrans-MT-Large 21.87 CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing agemagician/CodeTrans 2021
10 CodeBERT (MLM+RTD) 14.56 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
11 CodeBERT (MLM) 13.59 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
12 RoBERTa 13.2 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
13 pre-train w/ code only 13.07 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
14 CodeBERT (RTD) 12.72 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
15 Transformer 12.57 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
16 seq2seq 11.42 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
17 CodeTrans-MT-Large 21.87 CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing agemagician/CodeTrans 2021
18 CodeBERT (MLM+RTD) 14.56 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
19 CodeBERT (MLM) 13.59 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
20 RoBERTa 13.2 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
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