Read the Room
Before Your Model
Generates
Scenario-Actor uses the geometry of a scenario embedding to select a sampling temperature.
Scenario embedding
Method
The paper uses 32D embeddings.
Eq. 2
Prompt embedding Similar scenario Opposite scenario Class centroid
Rotate embedding
Prompt embedding Selected axis Class centroid┄Orthogonal projection
Sampling distribution
Illustrative logits.
Experiments
| Method | Agent Goal completion | Alpaca LC-WR (%) | MT- GPT-4 score |
|---|
Llama-3.1-8B-Instruct results with selected baselines from Table 1.
Read the room,
Share the room
Read the Room Before Your Model Generates
BibTeX
@article{kong2026read,
title={Read the Room Before Your Model Generates},
author={Kong, Muyao and Lin, Zhihao},
journal={arXiv preprint arXiv:2610.18820},
year={2026}
}