We believe that, in the case of GloVe, where the word embeddings are context-independent, POS tags can improve token representations to also take into account the textual context in which the tokens have occurred.
since ELMo already takes into account the textual context when extracting the token representations, POS tags do not help much and can even be redundant in some cases.