paper-with-me

Code Documentation Generation 벤치마크

Code Documentation Generation on CodeSearchNet - Php

24개 결과 · ⬇ CSV · JSON

Smoothed BLEU-4

18.25 20.25 22.24 24.23 26.23 2020-02 2026-11 CodeBERT (MLM+RTD) — 21.32 (2020-02-19) CodeBERT (MLM) — 21.0 (2020-02-19) pre-train w/ code only — 20.71 (2020-02-19) CodeBERT (RTD) — 20.25 (2020-02-19) RoBERTa — 19.9 (2020-02-19) seq2seq — 18.4 (2020-02-19) Transformer — 18.25 (2020-02-19) CodeBERT (MLM+RTD) — 21.32 (2020-02-19) CodeBERT (MLM) — 21.0 (2020-02-19) pre-train w/ code only — 20.71 (2020-02-19) CodeBERT (RTD) — 20.25 (2020-02-19) RoBERTa — 19.9 (2020-02-19) seq2seq — 18.4 (2020-02-19) Transformer — 18.25 (2020-02-19) CodeBERT (MLM+RTD) — 21.32 (2020-02-19) CodeBERT (MLM) — 21.0 (2020-02-19) pre-train w/ code only — 20.71 (2020-02-19) CodeBERT (RTD) — 20.25 (2020-02-19) RoBERTa — 19.9 (2020-02-19) seq2seq — 18.4 (2020-02-19) Transformer — 18.25 (2020-02-19) CodeTrans-MT-Base — 26.23 (2021-04-06) CodeTrans-MT-Base — 26.23 (2021-04-06) CodeTrans-MT-Base — 26.23 (2021-04-06) CodeBERT (MLM+RTD) — 21.32 (2020-02-19) CodeTrans-MT-Base — 26.23 (2021-04-06)
RankModel Smoothed BLEU-4 PaperCodeYear
1 CodeTrans-MT-Base 26.23 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) 21.32 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
3 CodeBERT (MLM) 21 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
4 pre-train w/ code only 20.71 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
5 CodeBERT (RTD) 20.25 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
6 RoBERTa 19.9 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
7 seq2seq 18.4 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
8 Transformer 18.25 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
9 CodeTrans-MT-Base 26.23 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) 21.32 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
11 CodeBERT (MLM) 21 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
12 pre-train w/ code only 20.71 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
13 CodeBERT (RTD) 20.25 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
14 RoBERTa 19.9 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
15 seq2seq 18.4 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
16 Transformer 18.25 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
17 CodeTrans-MT-Base 26.23 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) 21.32 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
19 CodeBERT (MLM) 21 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
20 pre-train w/ code only 20.71 CodeBERT: A Pre-Trained Model for Programming and Natural Languages salesforce/codet5 · microsoft/CodeBERT · graykode/commit-autosuggestions · +6 2020
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