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Seeing clearly: Frame Semantic, Psycholinguistic, and Cross ...

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CHAPTER 4. PSYCHOLINGUISTIC EXPERIMENTS 150<br />

3. Repeat this procedure, until combining categories produces no more improvement.<br />

Depending on the data, this may be before all categories are merged.<br />

The order of combining can be represented as a tree, with the branchings at the<br />

bottom of the tree representing the categories with the most overlap. The height of each<br />

branching represents the new level of agreement produced by combining the categories<br />

below. The clusters can be thought as re ecting the speakers' hierarchy ofmental represen-<br />

tations in this semantic space. That is, distinctions within clusters are more di cult than<br />

distinctions between them.<br />

1.0<br />

0.9<br />

0.8<br />

0.7<br />

0.85<br />

EXPERIENCE SETTING<br />

0.80<br />

.92<br />

DETERMINE<br />

.88<br />

ENSURE<br />

EYE FACULTY Initial kappa = 0.74<br />

.90<br />

RECOGNIZE<br />

Figure 4.2: Experiment 2. Clustering of Senses Based on Increasing Agreement<br />

Fig. 4.2 shows the results of clustering on the basis of overall agreement between<br />

subjects (measured bykappa). Three clusters are noticeable (in order of decreasing overlap),<br />

eye/ faculty, experience/ setting, <strong>and</strong>determine/ ensure/ recognize. While

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