We trained a language model capable of generalizing to unseen natural language tasks while outperforming (or matching) GPT-3 despite being 16x smaller. This is important because a lot of language tasks do not have readily available labels for training. In this blog, we tested T0 on cooking recommendations and world knowledge questions.
Query: I want to make a banana cake. How to make it?Output: mix 1 cup of flour, 1 cup of sugar, 1 egg, 1 tsp. baking soda, and 1 tsp. salt in a large bowl. Add 2 cups mashed bananas and mix. Pour into a greased and floured 9x13-inch baking
Query: How to cook tomato soup for a family of five?Output: take a large pot and fill it with water. Add a pinch of salt and a bay leaf. Bring the water to a boil and add the tomatoes. Reduce the heat and simmer for about 30 minutes.
Query: Show me how to cook ratatouille.Output: Using a food processor, pulse the zucchini, eggplant, bell pepper, onion, garlic, basil, and salt until finely chopped. Transfer to a large bowl. Add the tomatoes, olive oil, and red wine vinegar. Toss to coat.
Query: What ingredients do I need to make corn tortillas?Output: you need cornmeal, water, and salt.
Query: Ingredients I need to make a ratatouille areOutput: a tomato, zucchini, eggplant, onion, bell pepper, and garlic
Query: I have eggs, sugar, vanilla, salt, almonds and berries. What can I cook?Output: a cake
Query: What can I cook when I have zucchini, eggplant, tomatoes, red onion, olive oil?Output: ratatouille
Query: Tell me what to cook given that I have eggs and rice.Output: fried rice
Query: What is the national dish of Austria?Output: Wiener Schnitzel
Query: Give me a Mexican dish example.Output: Mexican tamales
Query: What dish is South Korea famous for?Output: kimchi
Query: I love Indian cuisine. What can I cook?Output: dal
Query: I like French food. What can I have for breakfast?Output: croissants
Query: I have some veggies in the fridge. What Mediterranean dish can I cook for lunch?Output: couscous
Query: It is autumn in Europe. What seasonal dish can I cook?Output: a pumpkin soup
Query: I want to drink soup. What soup should I drink during winter in Russia?Output: Borscht
Query: It is summer in North America. What can I eat for dinner?Output: grilled fish
Query: What other French food should I try if I like pancakes? Give two examples.Output: crepes and galettes
Query: Tell me one Korean variant of fried rice.Output: kimchi fried rice
Query: I love fish and chips. What other similar dishes should I try (three examples)?Output: fried fish, fried chicken, fried okra
Query: Continued stress is damaging to health and longevity because it leads to A. Over exercising which causes physical damage B. Suppression of the immune system C. Less eating and, in many cases, severe eating disorders D. Risky behaviors such as speeding and not using a seat beltOutput: B
Query: Prejudice or bias against older adults is referred to asOutput: ageism
Query: Which of the following is the most important variable for gerontological researchers? A. Age B. Gender C. Cohort D. Time of measurementOutput: A
Query: What does the word "Islam" mean in Arabic?Output: submitting to God
Query: When was the current Dalai Lama born?Output: 8 July 1935
Query: The Gospel of John is associated with which theological concept? A. Incarnation B. Logos of God C. Jesus as messiah and saviour D. All of the aboveOutput: D
Query: Which of these losses encourage sparsity? L1 or L2 loss?Output: L1
Query: As the number of training examples goes to infinity, what happens to the variance of your model?Output: the variance decreases
Query: Which of the following sentences is FALSE regarding regression? A. It relates inputs to outputs. B. It is used for prediction. C. It may be used for interpretation. D. It discovers causal relationshipsOutput: D
Query: Bitcoins are becoming increasingly mainstream and have a whole host of associated ethical implications. What are two implications?Output: the anonymity of the transactions and the lack of regulation
Query: When the true cost of an item is deliberately obscured by a company this is known as? A. Predatory pricing B. Deceptive pricing C. Price fixing D. SkimmingOutput: B
Query: Affirmative action targets what kind of community?Output: minority