This work argues for a restraint-first intervention policy: systems should intervene not merely because dialogue appears active, but when sustained engagement fails to convert into observable enactment, while withholding intervention once concrete enactment cues are present.
Digital markets offer a useful setting for examining how language becomes part of socio-technical coordination. Yet even in simulation, it is difficult to see how a conversational cue moves from exposure to memory, reasoning, and action. This poster introduces Financial Town, a traceability-oriented generative multi-ag...
Yong-Sheng Chi, Ming-Xuan Liu, Yee-Hung Hong et al.· Proceedings of the 2026 Comp...· 0 citations
Research for interactive LLMs from retaining more context toward preserving uncertainty is redirected from retaining more context toward preserving uncertainty, to motivate uncertainty-preserving state management.
Jian-Zhe Lin, Xiao-Lin Li, Fei Wang et al.· 0 citations
These findings motivate a state-action controller that starts from the base model action and selectively edits it using structural readouts, without requiring a complete predicted belief state as an intermediate representation.
A Structured Knowledge Tree architecture coupled with a tri-agent LLM pipeline for controlling dialogue in an open-ended interrogation game and demonstrates that the structured architecture reduces critical hallucinations by 64.78% and entirely prevents premature narrative disclosure.
Simulating student personas with large language models (LLMs) enables scalable evaluation of educational systems. However, behavioral drift, a progressive decline in persona consistency, can emerge over extended conversations, limiting the validity of such simulations. We evaluate five prompt-level mechanisms using sep...
Nicolas Leins, Jennifer Haase, Varvara Geronimus et al.· 0 citations
Conventional large-language-model chat interfaces typically follow user-initiated turns: each request elicits a response, after which the system waits for further input. Human asynchronous communication instead unfolds over time through message bursts, delays, silence, resumed topics, and self-initiated contact. Proact...
Zi-Jie Yang· 0 citations
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