A Psychologically-Plausible Model for Spatial Language

EPSRC Grant GR/N38145

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BACKGROUND

Functional and Extra-Geometrical Factors in Spatial Language and Cognition

Expressions involving spatial prepositions in English convey to a hearer where one object (located object) is located in relation to another object (reference object). For example, in the apple is in the bowl, the apple is understood to be located with reference to the bowl in the region denoted by the preposition in. Understanding the meaning of such terms is important as they are among the set of closed class terms which are generally regarded as having the role of acting as organising structure for further conceptual material (Talmy, 1983). Furthermore, from the semantic point of view spatial prepositions have the virtue of relating in some way to visual scenes being described, and therefore measurable characteristics of the world (Regier, 1996). Hence, it should be possible to offer more precise semantic definitions of these as opposed to many other expressions because the definitions can be grounded in perceptual representations.

Most approaches to spatial prepositions have assumed that they only require coarse grained properties of the objects involved as constraints on their use (e.g., Herskovits, 1986; Landau and Jackendoff, 1993). Computational models too have made the same assumption, and have focussed on mapping individual prepositions onto geometric computations in the scene being described (e.g., Logan & Sadler, 1996; Regier, 1996; Regier & Carlson, 2001; Gapp, 1994). Yet there is now much evidence (see Coventry & Garrod, 2004, for a comprehensive review) that “what” objects are influences how one talks about “where” they are. For example, Coventry, Prat-Sala and Richards (2001) found that whether an object was shown to be fulfilling its protecting function influenced the appropriateness of over, under, above and below to describe the relative positions of the umbrella and man shown in Figure 1. These prepositions were most appropriate to describe scenes where the umbrella was shown to protect the man from getting wet and least appropriate when the man was shown to get wet.

Figure 1. Sample scenes used Coventry, Prat-Sala and Richards (2001)

The main aims of the grant were to develop a connectionist model of spatial language which deals with both geometric and “extra-geometric” constraints and maps onto real psycholinguistic data, and to establish empirically the relative extent to which these constraints influence the comprehension of a range of spatial prepositions. In the early stages of the grant it became apparent that we needed to address the theoretical goal of bridging the gap between theories of meaning which capture meaning in terms of symbol-symbol relations (e.g., Landauer & Dumais, 1997) versus those which “ground” language directly in perceptual representation (e.g., Regier, 1996). We wanted to generate a model which encapsulated symbol-symbol processing and visuo-symbol processing, thus grounding meaning in both perceptual representation and symbol-symbol relations.