3 papers
cs.AI2024
Social Science Is Necessary for Operationalizing Socially Responsible Foundation Models
Adam Davies, Elisa Nguyen, Michael Simeone +2
With the rise of foundation models, there is growing concern about their potential social impacts. Social science has a long history of studying the social impacts of transformativ…
cs.LG2024
Studying Large Language Model Behaviors Under Context-Memory Conflicts With Real Documents
Evgenii Kortukov, Alexander Rubinstein, Elisa Nguyen +1
Retrieval-augmented generation (RAG) mitigates many problems of fully parametric language models, such as temporal degradation, hallucinations, and lack of grounding. In RAG, the m…
cs.LG2023
Trustworthy Machine Learning
Bálint Mucsányi, Michael Kirchhof, Elisa Nguyen +2
As machine learning technology gets applied to actual products and solutions, new challenges have emerged. Models unexpectedly fail to generalize to small changes in the distributi…