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Code Documentation Generation
벤치마크
Code Documentation Generation on CodeSearchNet - JavaScript
24개 결과 ·
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Smoothed BLEU-4
5.72
10.69
15.66
20.64
25.61
2020-02
2026-09
Transformer — 25.61 (2020-02-19)
CodeBERT (MLM+RTD) — 9.54 (2020-02-19)
CodeBERT (RTD) — 8.73 (2020-02-19)
CodeBERT (MLM) — 8.51 (2020-02-19)
pre-train w/ code only — 8.3 (2020-02-19)
seq2seq — 6.88 (2020-02-19)
RoBERTa — 5.72 (2020-02-19)
Transformer — 25.61 (2020-02-19)
CodeBERT (MLM+RTD) — 9.54 (2020-02-19)
CodeBERT (RTD) — 8.73 (2020-02-19)
CodeBERT (MLM) — 8.51 (2020-02-19)
pre-train w/ code only — 8.3 (2020-02-19)
seq2seq — 6.88 (2020-02-19)
RoBERTa — 5.72 (2020-02-19)
Transformer — 25.61 (2020-02-19)
CodeBERT (MLM+RTD) — 9.54 (2020-02-19)
CodeBERT (RTD) — 8.73 (2020-02-19)
CodeBERT (MLM) — 8.51 (2020-02-19)
pre-train w/ code only — 8.3 (2020-02-19)
seq2seq — 6.88 (2020-02-19)
RoBERTa — 5.72 (2020-02-19)
CodeTrans-TF-Large — 18.98 (2021-04-06)
CodeTrans-TF-Large — 18.98 (2021-04-06)
CodeTrans-TF-Large — 18.98 (2021-04-06)
Transformer — 25.61 (2020-02-19)
2020-02-19 — Transformer: Smoothed BLEU-4 25.61
Rank
Model
Smoothed BLEU-4
Paper
Code
Year
1
Transformer
25.61
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
2
CodeTrans-TF-Large
18.98
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing
agemagician/CodeTrans
2021
3
CodeBERT (MLM+RTD)
9.54
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
4
CodeBERT (RTD)
8.73
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
5
CodeBERT (MLM)
8.51
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
6
pre-train w/ code only
8.3
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
7
seq2seq
6.88
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
8
RoBERTa
5.72
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
9
Transformer
25.61
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
10
CodeTrans-TF-Large
18.98
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing
agemagician/CodeTrans
2021
11
CodeBERT (MLM+RTD)
9.54
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
12
CodeBERT (RTD)
8.73
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
13
CodeBERT (MLM)
8.51
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
14
pre-train w/ code only
8.3
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
15
seq2seq
6.88
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
16
RoBERTa
5.72
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
17
Transformer
25.61
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
18
CodeTrans-TF-Large
18.98
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing
agemagician/CodeTrans
2021
19
CodeBERT (MLM+RTD)
9.54
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
20
CodeBERT (RTD)
8.73
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
salesforce/codet5
·
microsoft/CodeBERT
·
graykode/commit-autosuggestions
·
+6
2020
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