However, contexts from other sentences in the same document containing "Zywiec" (e.g., s q and s r in Figure 2), such as "'s 1996 profit..." and "would be boosted by its recent shedding...", indicate that "Zywiec" ought to be tagged as ORG.
we incorporate the document-level supporting evidence with the following attention mechanism (Bahdanau et al., 2015).