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SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- SpecFirst separates behavioral specification elicitation from code synthesis in LLM-based program generation, improving test pass rates by 6.9% to 21.3% on ProgramBench.
- 为何重要
- Engineers building AI systems for automated code generation from scratch, especially when working with incomplete or ambiguous documentation and binary oracles.
- 注意
- Results tested only on ProgramBench instances; unclear how well the two-stage approach generalizes to real-world codebases with different documentation styles or complexity.
收听本摘要
- agent
- llm
- benchmark
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