33 citations · 58 across the 6 of their papers we have counts for
7 papers
Evaluating Verifiability in Generative Search Engines
Nelson F. Liu, Tianyi Zhang, Percy Liang
Generative search engines directly generate responses to user queries, along with in-line citations. A prerequisite trait of a trustworthy generative search engine is verifiability…
Coder Reviewer Reranking for Code Generation
Tianyi Zhang, Tao Yu, Tatsunori B. Hashimoto +4
Sampling diverse programs from a code language model and reranking with model likelihood is a popular method for code generation but it is prone to preferring degenerate solutions.…
DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation
Yuhang Lai, Chengxi Li, Yiming Wang +7
We introduce DS-1000, a code generation benchmark with a thousand data science problems spanning seven Python libraries, such as NumPy and Pandas. Compared to prior works, DS-1000…
Exempla Gratis (E.G.): Code Examples for Free
Celeste Barnaby, Koushik Sen, Tianyi Zhang +2
Modern software engineering often involves using many existing APIs, both open source and, in industrial coding environments, proprietary. Programmers reference documentation and c…
An ensemble learning approach for software semantic clone detection
Min Fu, Gang Luo, Xi Zheng +3
Code clone is a serious problem in software and has the potential to software defects, maintenance overhead, and licensing violations. Therefore, clone detection is important for r…
Analyzing and Supporting Adaptation of Online Code Examples
Tianyi Zhang, Di Yang, Cristina Videira Lopes +1
Developers often resort to online Q&A forums such as Stack Overflow (SO) for filling their programming needs. Although code examples on those forums are good starting points, they…
Active Inductive Logic Programming for Code Search
Aishwarya Sivaraman, Tianyi Zhang, Guy Van den Broeck +1
Modern search techniques either cannot efficiently incorporate human feedback to refine search results or to express structural or semantic properties of desired code. The key insi…