To handle the circumstance that multiple stocks are discussed in one single message, in addition to text information, we incorporate the position information of stock symbols mentioned in messages as well.
the layer consists of a forward GRU and a backward GRU for the preceding and following contexts of a stock symbol, s, respectively.