The guide posted on the Penn Treebank website describes determiners as follows:
Determiner---DT
This category includes the articles a(n), every, no and the, the
indefinite determiners another, any and some, each, either (as in
either way), neither (as in neither decision), that, these, this and those, and instances of all and both when they do not
precede a determiner or possessive pronoun (as in all roads or both
times). (Instances of all or both that do precede a determiner or
possessive pronoun are tagged as predeterminers (PDT).) Since any noun
phrase can contain at most one determiner, the fact that such can
occur together with a determiner (as in the only such case) means
that it should be tagged as an adjective (JJ), unless it precedes a
determiner, as in such a good time, in which case it is a
predeterminer (PDT).
In simple phrase structure grammars based on English a singular common noun phrase, or a plural definite noun phrase, must consist at least of a determiner, and a head nominal, in that order. Formalised gramars of the sort found in Treebank define word classes on a language-specific basis, by distributional criteria (i.e., which words can substitute for other words in comparable structures). In typology (and also school grammar), word classes are based on meanings, so there will be some words which might belong to different categories depending on the approach.