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natalymr / gcm

This repo contains all scripts that are related to "Generate Commit Message" task
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[articles] metrics table #5

Closed natalymr closed 4 years ago

natalymr commented 4 years ago

Papers' metrics

Task Title Metric Type Metric Value NB
GCM Automatically Generating Commit Messages from Diffs using Neural Machine Translation BLEU 0.319, 0.328 ---
GCM Automatic Contextual Commit Message Generation: A Two-phase Conversion Approach BLEU 0.21 - 0.7 Several projects, smaller than a baseline; on small diff got better results
GCM Neural-machine-translation-based commit message generation: how far are we? BLEU 38.55 (cleaned 16.42) analyze dataset and got worse result on cleaned dataset (and NMT)
GCM CoaCor: Code Annotation for Code Retrieval with Reinforcement Learning MRR 0.429,0.571 Note that we do not target at human language-like annotations; rather, we focus on annotations that can describe/capture the functionality ofa code snippet
GCM On Automatically Generating Commit Messages via Summarization of Source Code Changes some questions tables 8, 9,10 ---
GCM Content Aware Source Code Change Description Generation BLEU, METEOR, MEANT 0.01, 0.19, 0.21; 0.03, 0.10, 0.23; Several datasets
Commit Classification Content Aware Source Code Change Description Generation Acc, P, R, F1 0.74 - best acc Several Models
Comments Generation A Neural Model for Generating Natural Language Summaries of Program Subroutines BLEU 0.196 ---
Code Summarization CODE2SEQ: GENERATING SEQUENCES FROM STRUCTURED REPRESENTATIONS OF CODE BLEU 0.23 code captioning task
Code Summarization STRUCTURED NEURAL SUMMARIZATION BLEU 0.225 f1, rouge-2, rouge-l
GCM https://link.springer.com/article/10.1007/s10664-019-09730-9
kilomeow commented 4 years ago

а можешь пожалуйста объяснить значения? ты попробовала все эти метрики на блобах или это какие-то цифры из статей?

natalymr commented 4 years ago

это цифры из статей