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Reasoning About Reasoning: Towards Informed and Reflective Use of LLM Reasoning in HCI
Ramaravind Kommiya Mothilal, Sally Zhang, Syed Ishtiaque Ahmed +1
Reasoning is a distinctive human-like characteristic attributed to LLMs in HCI due to their ability to simulate various human-level tasks. However, this work argues that the reason…
Argument-Based Consistency in Toxicity Explanations of LLMs
Ramaravind Kommiya Mothilal, Joanna Roy, Syed Ishtiaque Ahmed +1
The discourse around toxicity and LLMs in NLP largely revolves around detection tasks. This work shifts the focus to evaluating LLMs' reasoning about toxicity - from their explanat…
Talking About the Assumption in the Room
Ramaravind Kommiya Mothilal, Faisal M. Lalani, Syed Ishtiaque Ahmed +2
The reference to assumptions in how practitioners use or interact with machine learning (ML) systems is ubiquitous in HCI and responsible ML discourse. However, what remains unclea…