The linked model of comprehension-based action planning and instructio
n taking (LICAI) simulates performing by exploration tasks using appli
cations hosted on systems with graphical user interfaces. The tasks ar
e given to the user as written exercises containing no information abo
ut the correct action sequences. LICAI's comprehension and action-plan
ning processes are based on Kintsch's construction-integration (C-I) t
heory for text comprehension. The model assumes that comprehending ins
tructions is a strategic process; instruction texts must be elaborated
using specialized strategies that guide goal generation. LICAI compre
hends the instructions and generates goals that are then stored in mem
ory. The action-planning processes are controlled by goals retrieved f
rom memory. Representations of goals that can guide exploration are re
stricted by the C-I architecture. The model predicts that successful e
xploration requires linking of the goal representation with the label
on the correct object. The model is evaluated by comparing its predict
ions with results from an experimental study of learning by exploratio
n by Franzke (1994, 1995). We discuss the implications of LICAI for de
signing instruction materials and interfaces that facilitate explorati
on.