Researcher profile
Andrew K. Lampinen
2 papers in the PaperMetrix corpus
Publications
Papers by this author
-
Symbol tuning improves in-context learning in language models
2023 · arXiv (Cornell University)
We present symbol tuning - finetuning language models on in-context input-label pairs where natural language labels (e.g., "positive/negative sentiment") are replaced with arbitrary symbols (e.g., "foo/bar"). Symbol tuning leverages the intuition that when a model …
-
Understanding Visual Feature Reliance through the Lens of Complexity
2024 · arXiv (Cornell University)
Recent studies suggest that deep learning models inductive bias towards favoring simpler features may be one of the sources of shortcut learning. Yet, there has been limited focus on understanding the complexity of the myriad …