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Since our classification method (an MLP) is rather easy, our results can be thought-about a decrease-certain on performance, thus displaying that verb-frame information is rather apparent in our investigated embeddings. Linguists are able to arrive at a classification of a verb according to its syntactic frames by interrogating whether sentences with a given verb and frame are acceptable. Analogously, we can observe whether or not a verb’s frame-selectional properties can be extracted from a sentence embedding by training an acceptability classifier to differentiate sentences with acceptable from sentences with unacceptable verb-frame combinations. If a classifier is able to reliably classify all minimal pairs of several verbs with totally different frame-selectional properties from a sentence embedding alone, we can infer that the sentence embedding contains enough information to differentiate each the frame-selectional properties of the verbs and the relevant syntactic frames. Our acceptability classifier is again an MLP with a single hidden layer. We use a threshold of 0.5 to map the model’s predictions to binary outputs.
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