Table 2.
Pearson correlation and confidence intervals for correlation differences Δr between unimodal and multimodal visual models. The top part of the table shows the results for the distributional linguistic model, whereas the bottom part shows the results for the word association model
Dataset |
|
va = Distributional linguistic, vb = Visual | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Unimodal | Multimodal | ||||||||||
|
CI95 |
|
CI95 | β |
|
CI95 | Δr | CI95 | |||
MEN | 942 | .79 | [0.77, 0.82] | .66 | [0.62, .70] | 0.38 | .82 | [0.80, 0.84] | .03 | [0.02, 0.04] | |
MTURK‐771 | 260 | .67 | [0.59, 0.73] | .49 | [0.39, 0.58] | 0.38 | .71 | [0.64, 0.76] | .04 | [0.01, 0.08] | |
SimLex‐999 | 300 | .43 | [0.33, 0.52] | .54 | [0.45, 0.61] | 0.55 | .56 | [0.48, 0.64] | .14 | [0.07, 0.21] | |
Silberer (Sem.) | 5,799 | .73 | [0.71, 0.74] | .78 | [0.77, 0.79] | 0.53 | .82 | [0.82, 0.83] | .10 | [0.09, 0.10] | |
Silberer (Vis.) | 5,777 | .59 | [0.57, 0.61] | .74 | [0.73, 0.75] | 0.65 | .75 | [0.74, 0.76] | .16 | [0.15, 0.17] | |
Average | .55 | .55 | .64 | .08 |
Dataset |
|
va = Word association, vb = Visual | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Unimodal | Multimodal | ||||||||||
|
CI95 |
|
CI95 | β |
|
CI95 | Δr | CI95 | |||
MEN | 942 | .79 | [0.76, 0.81] | .66 | [0.62, 0.70] | 0.45 | .81 | [0.78, 0.83] | .02 | [0.01, 0.02] | |
MTURK‐771 | 260 | .74 | [0.68, 0.79] | .49 | [0.39, 0.58] | 0.33 | .75 | [0.69, 0.79] | .00 | [−0.01, 0.02] | |
SimLex‐999 | 300 | .72 | [0.66, 0.77] | .54 | [0.45, 0.61] | 0.43 | .73 | [0.68, 0.79] | .01 | [−0.01, 0.03] | |
Silberer (Sem.) | 5,799 | .84 | [0.83, 0.85] | .78 | [0.77, 0.79] | 0.58 | .87 | [0.86, 0.88] | .03 | [0.03, 0.04] | |
Silberer (Vis.) | 5,777 | .73 | [0.72, 0.74] | .74 | [0.73, 0.75] | 0.65 | .79 | [0.78, 0.80] | .06 | [0.05, 0.07] | |
Average | .71 | .55 | .73 | .02 |