How to manipulate encoder state in a multi-layer bidirectional with Attention Mechanism

Question

Cna you tell me How to manipulate encoder state in a multi-layer bidirectional with Attention Mechanism

Answer 1

Manipulating the encoder state in a multi-layer bidirectional model with an attention mechanism involves extracting and transforming hidden states before passing them to the decoder.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Uses a bidirectional LSTM encoder.
• Extracts and concatenates forward & backward final hidden states.
• Prepares the manipulated hidden state for downstream tasks.

 Hence, encoder state manipulation optimizes context retention and enhances attention-based decoding.