Resolving
elliptical questions in Question Answering Systems
Nuria Bertomeu
For NLQA Systems to be really user friendly, they must be able to
successfully resolve elliptical questions, since users do not normally
ask isolated questions, but make small researches about a particular
topic, thus formulating several questions, usually related to each
other. These questions, though being incomplete at their outward form,
have a full meaning in context.
In the literature there have been several approaches to ellipsis
resolution, but they have mostly concentrated on the resolution of
VP-ellipsis, i.e., HOU (Dalrymple, Shieber and Pereira, 1991),
substitution of quasi logical forms (Alshawi et al., 1992), among
others; and on the resolution of fragmentary answers and clarification
utterances (Ginzburg 1996, 2001). Carbonell (1983), on the other hand,
proposes a case-based strategy to the resolution of elliptical
questions, but its use is limited to natural language interfaces to
databases and requires rather domain-specific semantic information. In
this talk I’m going to take a look at some kinds of elliptical
questions, in order to see how they differ from other cases of
ellipsis, especially regarding the focus-ground articulation, and at
whether existing theoretical approaches to ellipsis resolution can
account for them and how.
I’m also going to present two approaches to the practical resolution of
elliptical questions, which I expect to develop during my research and
whose viability for the use in practical QA systems is set here as an
empirical question. One of them involves using the DeepThought
core architecture framework "Heart of Gold" (Callmeier et al., 2003),
which provides an infrastructure for combining different types of NLP
modules, deep and shallow, and their information output through a
uniform representation language, XML-encoded RMRS, to analyze the
alone-standing fragments and integrate the output in the more accurate
and deep representation of the sentence being the source of the
ellipsis. The other one is to develop a piece of grammar to account for
elliptical questions which would allow the deep parser to deliver
analysis of elliptical fragments. Here I will depart from the strategy
developed within the framework for dialogue representation KOS
(Ginzburg 1996, 2001; Bohlin et al. 1999; Larsson 2002), which
proposes, within the framework of HPSG (Pollard & Sag, 1994; Sag
& Wasow, 1999), an account of elliptical fragments, concretely
answers to wh-questions and clarification utterances, using contextual
information, and which has been successfully implemented in SHARDS
(Ginzburg & Fernández, 2004).
back to IGK4 schedule