5 papers · 1 filter
Role Steering of Language Models for Social Simulations
Isaac Song, Mohammed Rehan Parwani, Glenn Matlin +8
Social simulations built from language-model agents need role-conditioned behavior that can be checked before agents are placed into a simulated population. We introduce an activat…
No One Wins in Nuclear War: A Social Simulation of Military Decision-making
Glenn Matlin, Isaac Song, Anthony Wen-Ming Zang +1
WOPR is a social-simulation environment for studying how organizations make high-stakes decisions, built on a deterministic, replay-validated rules engine and using wargames as the…
Capability Provenance in Language Models: A Case Study in Social Reasoning
Glenn Matlin, Chandreyi Chakraborty, Saehee Eom +8
We use training-data attribution as an interpretable tool for capability discovery, mapping which regions of the pretraining corpus support social reasoning versus STEM reasoning i…
Trust by Design: Skill Profiles for Transparent, Cost-Aware LLM Routing
Mika Okamoto, Ansel Kaplan Erol, Glenn Matlin
How should Large Language Model (LLM) practitioners select the right model for a task without wasting money? We introduce BELLA (Budget-Efficient LLM Selection via Automated skill-…
FinForge: Semi-Synthetic Financial Benchmark Generation
Glenn Matlin, Akhil Theerthala, Anant Gupta +4
Evaluating Language Models (LMs) in specialized, high-stakes domains such as finance remains a significant challenge due to the scarcity of open, high-quality, and domain-specific…