Long-horizon language agents show phase-transition-like world-model collapse under small parameter changes, with world-state fidelity failing before action validity, as mapped by grid search in deterministic tasks with gold states.
arXiv preprint arXiv:2410.12409 , year =
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
World-Model Collapse as a Phase Transition
Long-horizon language agents show phase-transition-like world-model collapse under small parameter changes, with world-state fidelity failing before action validity, as mapped by grid search in deterministic tasks with gold states.