Reference Resolution
- There are a host of problems that confront conversational agents.
- One problem that is particularly sticky for agents in shared
environments is reference resolution.
- The problem of reference resolution in documents is difficult,
but this is compounded by the dynamic environment.
- In the example scenario, the enemy was referenced. Which enemy?
- In a document, the enemy would have been referred to before, but
in a dynamic environment it may not have been spoken about. It
might not even be present.
- There are a host of types of reference that need to be resolved
including pronominal reference, NP references, and even abstract
entities.
- To solve this problem, it will be necessary to wed sensory
data, linguistic data, and behavioural data.
- On the positive side, conversation can also be used to
help resolve the reference? (Which enemy, the red one on the left
or the one on the right?)
- In addition to an algorithm for reference resolution, we are
hoping to develop a test bed.
- This test bed could be used to compare other reference resolution
stratagies.