HyperAI超神经

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中文

HyperAI超神经

Code Generation On Conala

评估指标

BLEU

Exact Match Accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	BLEU	Exact Match Accuracy	Paper Title	Repository
Reranker	30.11	2.8	Reranking for Neural Semantic Parsing	-
ELECTRAMarian	30.18	10.0	Leveraging pre-trained language models for code generation
External Knowledge With API + Reranking	32.26	-	Incorporating External Knowledge through Pre-training for Natural Language to Code Generation
TranX	24.30	-	TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation
PanGu-Coder-FT-I	44.32	-	Fine-Tuning Large Language Models for Answering Programming Questions with Code Snippets	-
RoBERTaMarian	35.74	13.8	Leveraging pre-trained language models for code generation
TranX + BERT w/mined	34.2	5.8	The impact of lexical and grammatical processing on generating code from natural language
BART W/ Mined	30.55	-	Reading StackOverflow Encourages Cheating: Adding Question Text Improves Extractive Code Generation
BERTMarian	32.46	12.40	Leveraging pre-trained language models for code generation
BART Base	26.24	-	Reading StackOverflow Encourages Cheating: Adding Question Text Improves Extractive Code Generation
BERT + TAE	33.41	-	Code Generation from Natural Language with Less Prior and More Monolingual Data
LUKEMarian	29.83	7.6	Leveraging pre-trained language models for code generation
MarianCG	34.43	10.2	MarianCG: a code generation transformer model inspired by machine translation
External Knowledge With API	30.69	-	Incorporating External Knowledge through Pre-training for Natural Language to Code Generation

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