Papers by Rebecca Ma
Say It Another Way: Auditing LLMs with a User-Grounded Automated Paraphrasing Framework (2026.eacl-long)
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Clea Chataigner, Rebecca Ma, Prakhar Ganesh, Yuhao Chen, Afaf Taik, Elliot Creager, Golnoosh Farnadi
| Challenge: | Existing studies have studied prompt sensitivity by altering formatting or generating paraphrases with automated techniques. |
| Approach: | They propose a framework for generating controlled paraphrases grounded in user behaviors . they leverage linguistically informed rules and enforce quality through checks on instruction adherence . |
| Outcome: | The proposed framework is able to detect weaknesses in large language models . it leverages linguistically informed rules and enforces quality through checks on instruction adherence, semantic similarity, and realism. |