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Table 10

Top 5 features ordered from left to right for a selection of the non-contextualized probing tasks with the Binder vectors mapped from the FastText embeddings, and for the contextualized probing tasks with the Binder vectors mapped from the BERT token embeddings.

TaskTop Features
Positive/Negative Pleasant, Happy, Benefit, Needs, Self 
Concrete/Abstract Shape, Vision, Weight, Texture, Touch 
Animate/Inanimate Face, Body, Human, Speech, Biomotion 
 
fill-9.8 Color, Vision, Bright, Weight, Pattern 
cut-21.1+carve-21.2 Practice, Touch, Upper Limb, Vision, Shape 
admire-31.2 Cognition, Social, Arousal, Happy, Pleasant 
judgement-33.1 Communication, Social, Head, Cognition, Arousal 
say-37.7 Communication, Cognition, Benefit, Social, Self 
sound_emission-43.2 Audition, Loud, Sound, High, Music 
cooking-45.3 Taste, Temperature, Smell, Head, Practice 
contiguous_location-47.8 Landmark, Vision, Color, Large, Scene 
run-51.3.2 Lower Limb, Motion, Path, Fast, Biomotion 
 
Direct object animacy Face, UpperLimb, Scene, Complexity, Biomotion 
Causative/Inchoative alternation Slow, Complexity, Temperature, UpperLimb, Short 
TaskTop Features
Positive/Negative Pleasant, Happy, Benefit, Needs, Self 
Concrete/Abstract Shape, Vision, Weight, Texture, Touch 
Animate/Inanimate Face, Body, Human, Speech, Biomotion 
 
fill-9.8 Color, Vision, Bright, Weight, Pattern 
cut-21.1+carve-21.2 Practice, Touch, Upper Limb, Vision, Shape 
admire-31.2 Cognition, Social, Arousal, Happy, Pleasant 
judgement-33.1 Communication, Social, Head, Cognition, Arousal 
say-37.7 Communication, Cognition, Benefit, Social, Self 
sound_emission-43.2 Audition, Loud, Sound, High, Music 
cooking-45.3 Taste, Temperature, Smell, Head, Practice 
contiguous_location-47.8 Landmark, Vision, Color, Large, Scene 
run-51.3.2 Lower Limb, Motion, Path, Fast, Biomotion 
 
Direct object animacy Face, UpperLimb, Scene, Complexity, Biomotion 
Causative/Inchoative alternation Slow, Complexity, Temperature, UpperLimb, Short 
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