Reasoning Biases in Language Models
Ishita Dasgupta
2023 Invited Talk
in
Workshop: Knowledge and Logical Reasoning in the Era of Data-driven Learning
in
Workshop: Knowledge and Logical Reasoning in the Era of Data-driven Learning
Abstract
While two systems of reasoning have been a useful abstraction, emergent reasoning (in humans and LLMs) seems to be more intertwined. I'll start by presenting some work highlighting the challenges of interpreting emergent reasoning as two distinct systems and present a few directions for unifying the systems -- focusing on using soft supervision signals from system 2 sources, toward improving traditionally system 1 agents.
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