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In this question, you will learn to implement the Abstractive Summarization task using the encoder-decoder model. 1. Load the dataset cnn-dailymail¹. Use version 3.0.0. Use train set for training and test set for testing purposes. Use columns article which is the news article published in CNN and Daily Mail, and highlights which is the summary of the given news article. 2. Preprocess the article column and the highlights column with NLTK. The preprocessing steps include converting the text to lower case, removing special characters and punctuations. Add <BOS> and <EOS> tokens at the start and the end of each row of the highlights text. 3. Tokenize the text in both columns and build a separate vocabulary for each column. Create the word-to-index and index-to-word dictionaries for article column and convert the text in article column to the index vector. 4. You should use an encoder-decoder architecture to generate the text. The encoder should be a RNN (e.g., LSTM, GRU, etc.) and the decoder should be a fully connected (dense) layer. Note that the initial hidden states for the decoder will be the output hidden states of the encoder model. Also, the input sequence to the decoder will have the same length that of the target sequence starting with <BOS>. In the inference stage, the process will run till <EOS> token is encountered. 5. Train the model with cross-entropy loss. On the test set, generate the summary using beam search. Your model should be able to generate text of at least 10 words. 6. Use the rouge module in PyTorch², calculate and report the average ROUGE-1, ROUGE-2, and ROUGE-L scores for the test set.

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Immune-system proteins that are individually matched to specific antigens are called carcinogens antibodies infectious microorganisms pathogens

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Someone tells you that $x^6 + x^2 + 1 = 0$ has no real solution (no real value for x that will make it true), how do you know if the person is right or wrong. Prove or disprove your statement. Explain your thinking. Is the person correct? Explain how you can tell:

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Natural selection has resulted in some populations of Staphylococcus aureus to evolve resistance to most antibiotics. If the use of antibiotics was stopped, what would likely happen to the populations of antibiotic resistant Staphylococcus aureus? The Staphylococcus aureus populations would lose their resistance gene. The Staphylococcus aureus populations would likely go extinct. The frequency of resistant forms of Staphylococcus aureus would increase. The populations of antibiotic resistant Staphylococcus aureus would start colonizing new environments. The frequency of non-resistant forms of Staphylococcus aureus would increase in these populations.

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inequality of A solid line in the xy plane passes through the points (-4, 1), (0, 2), and (4, 3). The line divides the plane into two halves. The top half is shaded.

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4. What are the coordinates of the center and the measure of the radius for a circle whose equation is $ (x-10)^{2}+(y-3)^{2}=36 $ ? center $ =(10,3) $, radius $ =36 $ center $ =(-10,-3) $, radius $ =36 $ center $ =(-10,-3) $, radius $ =6 $ center $ =(10,3) $, radius $ =6 $

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. Find the sequences whose z-transform is given above & its ROC is in the range of |1|<|z|<|2| X(z) = \frac{1 - 4z^{-1}}{1 - 3z^{-1} + 2z^{-2}} Select one: ? a. None O b. $3 \cdot 1^n u(n) + 2 \cdot 2^n u(-n - 1)$ ? c. $(3 - 2^{n+1}) u(n)$ O d. $(-3 + 2^{n+1}) u(-n - 1)$ Consider the causal LTI system with difference equation y[n] = 0.5y[n-1] + u[n] + 2u[n-1] What is the impulse response h of the system? Select one: ? a. h = {...,0,0,1,2,...} O b. h = {...,0,0,1, 2.5, 1.25, 0.625, ...} O c. h = {...,0,1, 2.5, 1.25, 0.625, ...} O d. h = {...,0,1, 3.5, 1.75, 0.8525, ...}

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0.205 mi. 0.2 mi. A B 30° 1 1

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Risk management professionals have had notorious difficulty in engaging the whole organization in risk identification activities. Underreporting and the negative perception of incident reporting are common problems regardless of the setting, be it acute care, long-term care, behavioral health, or in a physician's office. Discuss the barriers to incident reporting and how they affect a risk management program.

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A men's outerwear buyer purchased a silk embroidered bomber coat for $61.00, and the planned markup for the outerwear department is typically 55%. However, the buyer has decided to mark up this amazing jacket to 58%. What should be the retail price of each jacket? What would be the difference in dollars between the current retail price and the departmental markup retail price?

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olivia a.