C

Code Trans T5 Base Program Synthese

Developed by SEBIS
Lisp-style DSL code generation model based on T5 architecture for converting natural language descriptions into program code
Downloads 16
Release Time : 3/2/2022

Model Overview

This model is specifically designed for program synthesis tasks, capable of generating Lisp-style Domain-Specific Language (DSL) code from natural language descriptions. Pre-trained on the t5-base architecture using SentencePiece tokenizer.

Model Features

Lisp-style DSL generation
Optimized specifically for Lisp-style Domain-Specific Languages, accurately understanding natural language descriptions and converting them into corresponding code
Based on T5 architecture
Utilizes the powerful t5-base model architecture with excellent sequence-to-sequence conversion capabilities
Specialized for program synthesis
Specifically trained for program synthesis tasks, demonstrating outstanding performance in code generation

Model Capabilities

Natural language understanding
Code generation
Program synthesis
Lisp-style DSL conversion

Use Cases

Programming assistance
Algorithm implementation
Generate Lisp-style implementation code from natural language descriptions of algorithm logic
BLEU score up to 90.31
Mathematical operation conversion
Convert mathematical operation descriptions into Lisp-style DSL code
Education
Programming education
Help students understand the relationship between natural language descriptions and code implementation
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