CogInstrument represents human reasoning as revisable cognitive motifs in graphical form to support iterative alignment with LLMs during planning tasks, with a N=12 study indicating gains in targeted revision, agency, and trust over standard dialogue interfaces.
Simulating society requires simulating thought
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
Persona prompting in multimodal LLMs for urban sentiment yields high within-persona stability but limited cross-persona variation, with no-persona models often matching or exceeding persona-conditioned agreement to human labels.
citing papers explorer
-
CogInstrument: Modeling Cognitive Processes for Bidirectional Human-LLM Alignment in Planning Tasks
CogInstrument represents human reasoning as revisable cognitive motifs in graphical form to support iterative alignment with LLMs during planning tasks, with a N=12 study indicating gains in targeted revision, agency, and trust over standard dialogue interfaces.
-
Stable Behavior, Limited Variation: Persona Validity in LLM Agents for Urban Sentiment Perception
Persona prompting in multimodal LLMs for urban sentiment yields high within-persona stability but limited cross-persona variation, with no-persona models often matching or exceeding persona-conditioned agreement to human labels.