Search Results for author: Jenny T. Liang

Found 4 papers, 1 papers with code

Can GPT-4 Replicate Empirical Software Engineering Research?

no code implementations3 Oct 2023 Jenny T. Liang, Carmen Badea, Christian Bird, Robert DeLine, Denae Ford, Nicole Forsgren, Thomas Zimmermann

We specifically study their ability to surface assumptions made in empirical software engineering research methodologies, as well as their ability to plan and generate code for analysis pipelines on seven empirical software engineering papers.

LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs

no code implementations19 Jul 2023 Tongshuang Wu, Haiyi Zhu, Maya Albayrak, Alexis Axon, Amanda Bertsch, Wenxing Deng, Ziqi Ding, Bill Guo, Sireesh Gururaja, Tzu-Sheng Kuo, Jenny T. Liang, Ryan Liu, Ihita Mandal, Jeremiah Milbauer, Xiaolin Ni, Namrata Padmanabhan, Subhashini Ramkumar, Alexis Sudjianto, Jordan Taylor, Ying-Jui Tseng, Patricia Vaidos, Zhijin Wu, Wei Wu, Chenyang Yang

We reflect on human and LLMs' different sensitivities to instructions, stress the importance of enabling human-facing safeguards for LLMs, and discuss the potential of training humans and LLMs with complementary skill sets.

NLPositionality: Characterizing Design Biases of Datasets and Models

1 code implementation2 Jun 2023 Sebastin Santy, Jenny T. Liang, Ronan Le Bras, Katharina Reinecke, Maarten Sap

We introduce NLPositionality, a framework for characterizing design biases and quantifying the positionality of NLP datasets and models.

Hate Speech Detection

A Large-Scale Survey on the Usability of AI Programming Assistants: Successes and Challenges

no code implementations30 Mar 2023 Jenny T. Liang, Chenyang Yang, Brad A. Myers

We also found the most important reasons why developers do not use these tools are because these tools do not output code that addresses certain functional or non-functional requirements and because developers have trouble controlling the tool to generate the desired output.

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