This paper describes major trends in learner-adapted teaching systems towar
ds greater learner control over the learning process. In the early teaching
systems, the goal was to build a clever teacher able to communicate knowle
dge to the individual student. Recent and emerging work focuses on the lear
ner exploring, designing, constructing, making sense and using adaptive sys
tems as tools. Correspondingly, systems are being built to give the learner
greater responsibility and control over all aspects of the learning, and e
specially over the learner model which is at the core of user-adaptation. A
parallel trend is the growing acknowledgement of the importance of the lea
rner's social context. Systems are increasingly being designed for learners
working in groups of real or simulated peers. This paper discusses several
elements of the shift to greater learner control, with a focus on the impl
ications for learner modelling. The computer may offer the learner a choice
of learning tools and companion learners, on-demand learning of various ty
pes, control over the elements of the systems and the possibility of contro
lling the amount of control. Learner control offers promising possibilities
for improved learning. At the same time, there are pragmatic issues for ac
hieving the benefits. The paper discusses three of these: the need to evalu
ate the effectiveness of the emergent learner-controlled systems; problems
with learner control; and the need for interoperable and reusable component
s.