Update README.md

README.md

@@ -212,117 +212,9 @@ new_test_prompts = [
 ]
 test_prompts.extend(new_test_prompts)
 
-# Generate responses for each test prompt
-print("\n--- Generating Responses ---\n")
-with torch.no_grad():
-    for i, prompt_data in enumerate(test_prompts):
-        instruction = prompt_data["instruction"]
-        context = prompt_data["context"]
-
-        formatted_input = format_prompt(instruction, context)
-
-        # Tokenize the input prompt
-        inputs = tokenizer(formatted_input, return_tensors="pt").to(model.device)
-
-        # Generate response, explicitly using both eos_token_id and pad_token_id
-        outputs = model.generate(
-            **inputs,
-            max_new_tokens=150,  # Limit the length of the generated response
-            do_sample=True,      # Enable sampling for more diverse responses
-            temperature=0.7,     # Control randomness (lower means less random)
-            top_k=50,            # Consider only top 50 probable tokens
-            top_p=0.95,          # Nucleus sampling
-            eos_token_id=tokenizer.eos_token_id,
-            pad_token_id=tokenizer.pad_token_id # Explicitly set pad_token_id
-        )
-
-        # Decode the generated tokens
-        # Exclude the input prompt from the decoded text to get only the model's response
-        generated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
-        response = generated_text[len(formatted_input):].strip()
-
-        print(f"### Test Prompt {i+1}: ###")
-        print(f"Instruction: {instruction}")
-        if context:
-            print(f"Context: {context}")
-        print(f"Model Response: {response}\n")
 
 ```
 
-```
---- Generating Responses ---
-
---- Generating Responses ---
-
-### Test Prompt 1: ###
-Instruction: Explain the concept of photosynthesis in simple terms.
-Model Response: Photosynthesis is the process of capturing energy from the Sun. In order to do this, plants use carbon dioxide (CO2) to split water into hydrogen and oxygen. These atoms are then combined into molecules. These molecules are then transported to the chloroplasts where they are converted into sugars. The sugars are then used as an energy source for the plant. The energy is then released back into the atmosphere.
-
-The process is very similar to how animals digest food. The energy in the food is absorbed by the body and used by the cells. The cells then release the energy back into the environment.
-
-Photosynthesis is also used in plants to produce oxygen. This is achieved by using CO2 to split water into oxygen and carbon dioxide
-
-### Test Prompt 2: ###
-Instruction: What is the capital of France?
-Model Response: Paris is the capital of France and is the largest city in France with a population of over 1.2 million people. It is located in the south of France at the intersection of the Seine River and the Atlantic Ocean. Paris is the seat of the French National Assembly and has been the capital since the French Revolution. The city was founded in the 12th century and was the seat of the city-state of Paris for more than 400 years. Paris is the largest city in France by population and the second-largest by area. The city is home to the Louvre, the Museum of the History of Paris, the Parc Monceau, the Musée de l'Orangerie, the Seine River Museum, and the E
-
-### Test Prompt 3: ###
-Instruction: Summarize the main idea of the following text:
-Context: The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
-Model Response: The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
-
-It is often used to represent the letters of the English alphabet, making it a pangram. This is one of the main ideas behind the English language. It is also a common example of a pangram, as all the letters of the English alphabet can be represented by a single word, which is not a pangram.
-
-It is often used to represent the letters of the English alphabet, making it a pangram. This is one of the main ideas behind the English language. It is also a common example of a pangram, as all the
-
-### Test Prompt 4: ###
-Instruction: List three benefits of regular exercise.
-Model Response: Regular exercise is beneficial for your health and well-being. It provides you with a great workout for your body, improves your heart health, helps you to burn calories and maintain your weight, and gives you a chance to lose weight. It also helps you to get rid of some unwanted pounds. Regular exercise also helps to keep your body in shape, which makes it easier to get rid of body fat. It also keeps you from getting any health problems, such as high blood pressure, high blood sugar, and diabetes. Some of the best benefits of exercising include:
-- Reduces stress and depression
-- Improves your brain health
-- Increases your energy levels
-- Improves your memory
-- Helps you to lose
-
-### Test Prompt 5: ###
-Instruction: Write a short, imaginative story about a cat who discovers a secret portal to another dimension under its owner's bed.
-Model Response: There was a cat who lived a long, lonely, boring life. It was very sad, but it was still a cat. It had a great love for its owner, who had left the cat alone to run in the world.
-
-One day, the cat came across a hidden portal in its bed, where it found a secret way to another dimension. It could not believe its luck.
-
-The cat was not scared by the portal, and it went out into the world. It was afraid of the dark, but it was also curious to explore the new dimension, and it was happy to discover the portal.
-
-It was full of happiness, and it could not wait to get out of the dark and into the light.
-
-### Test Prompt 6: ###
-Instruction: If a train leaves New York at 10 AM traveling at 60 mph and another train leaves Chicago at 11 AM traveling at 50 mph, and the cities are 800 miles apart, at what time do they meet? (Assume they are traveling towards each other on the same track).
-Model Response: The trains meet at approximately the same time.  The trains will arrive at the same time as each other so the answer is 8:20 AM.
-
-The train from New York will arrive at 8:20 AM, the train from Chicago will arrive at 8:30 AM.  The answer is now 8:30 AM.
-
-So if the cities are 800 miles apart, the train from Chicago will arrive at 8:30 AM and 8:00 AM on the train from New York.  The train from New York will arrive at 8:30 AM and 8:00 AM on the train from Chicago.  So at 8:00 AM, the train from New York will arrive at 8:00 AM and 8:00 AM
-
-### Test Prompt 7: ###
-Instruction: What is the capital of Australia?
-Model Response: Melbourne is Australia's capital city. The city is located at the eastern coast of Australia and is situated in a subtropical climate. The city is surrounded by the Hunter Valley to the north, the Gold Coast to the west, and the Sunshine Coast to the south.
-
-Melbourne is also the home of Australia's National Rugby League and Cricket teams, as well as numerous other professional sports teams including the Australian Football League (AFL) and the Australian Football League (AFL) Premiership. The city is also home to a number of national parks, including the iconic Melbourne Botanical Gardens. Melbourne has also been host to the Australian Open tennis tournament since 1973.
-
-Melbourne is the home of the Australia Day Par
-
-### Test Prompt 8: ###
-Instruction: Explain the difference between supervised and unsupervised learning in machine learning, and provide an example of when each would be used.
-Model Response: Supervised learning is when a machine learns from an example or set of examples of input to output, like a human being learning to drive a car.  Unsupervised learning is when a machine doesn't have an example of input to output.  Machine learning is the process of learning from examples of input to output.  Machine learning is used in many different applications in life sciences, agriculture, medicine, and many other fields.
-
-Machine learning is used in many different ways in everyday life.  For example, a machine learning algorithm can learn to play the piano.  A machine learning algorithm can learn to play the violin.  A machine learning algorithm can learn to speak or write.  A machine learning algorithm can learn to drive a car or
-
-### Test Prompt 9: ###
-Instruction: Summarize the following passage:
-Context: The advent of artificial intelligence has brought forth a new era of technological advancement, impacting various sectors from healthcare to finance. While AI promises increased efficiency and innovative solutions, it also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
-Model Response: Artificial intelligence has brought forth a new era of technological advancement, impacting various sectors from healthcare to finance. While AI promises increased efficiency and innovative solutions, it also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
-
-The key challenge is to integrate AI responsibly, balancing progress with human values. One way to do this is to ensure that AI is not displacing existing jobs, but instead is creating new opportunities. Another way is to ensure that AI doesn't
-```
 
 ```
 python
@@ -371,7 +263,6 @@ with torch.no_grad():
             print(f"Context: {context}")
         print(f"Base Model Response: {response}\n")
 
-
 ```
 
 ```
@@ -380,93 +271,74 @@ with torch.no_grad():
 
 ### Test Prompt 1 (BASE MODEL): ###
 Instruction: Explain the concept of photosynthesis in simple terms.
-Base Model Response: Photosynthesis is a process that uses sunlight and a photosynthetic pigment called chlorophyll to convert carbon dioxide into organic molecules called carbohydrates.  In this process, oxygen is converted to water and carbon dioxide.  The oxygen and carbon dioxide are then split into two molecules called O2 and C2.  The two molecules are then used to split the water into hydrogen and oxygen.  The hydrogen and oxygen are then combined to form glucose, which is the sugar that is used as a source of energy.  The process of photosynthesis is extremely important in the life of plants.  It allows plants to convert sunlight into energy that can be used to make food.  The process of photosynthesis is extremely important to the survival of plants.  It allows
+Base Model Response: Photosynthesis is the conversion of light energy to chemical energy in the form of water. It is a complex process which requires the presence of oxygen in the environment, and the presence of light energy. The energy required for the process is provided by the sun. The process requires two molecules of oxygen, one of which is the oxygen atom, and the other is a molecule of hydrogen. The oxygen molecule combines with the hydrogen molecule to form water. The process requires the presence of a compound of carbon called carbon dioxide. The carbon dioxide molecule combines with the oxygen molecule to form carbon dioxide. This is then converted to water. The process is the conversion of light energy into chemical energy. The carbon dioxide molecule is converted to carbon dioxide, and so on.
 
 ### Test Prompt 2 (BASE MODEL): ###
 Instruction: What is the capital of France?
-Base Model Response: Paris is the capital of France.
+Base Model Response: Paris is the capital of France. It is located in the west of the country, in the department of Seine-et-Marne. The city is home to several historical and cultural attractions, including the Eiffel Tower, Notre Dame, the Louvre, the Jardin des Tuileries, the Musée Rodin, and the Pompidou Center. The city also has several shopping centers, including a department store called Les Halles, a clothing store called L'Usine, a pharmacy called The Rue des Archives, and a department store called Le Comptoir.
 
-If you are traveling to France, you should be aware of the following facts:
-
-1. The French language is spoken on both sides of the Atlantic Ocean.
-2. Paris is a city of over 1 million people.
-3. The capital of France is located in Paris, just south of the city of Lyon.
-4. The French capital is home to the Eiffel Tower, the Grand Tour, the Louvre, the Champs Elysees, the Arc de Triomphe, and the Pont Neuf.
-5. The first French colony was established in the New World in the 16th century.
-6. The French Riviera is a beautiful and historic
+The city also hosts many cultural events, including the annual Les Halles market. In the summer, the city is also host to the
 
 ### Test Prompt 3 (BASE MODEL): ###
 Instruction: Summarize the main idea of the following text:
 Context: The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
 Base Model Response: The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
 
-This is an example of a pangram. A pangram is a single-word, single-character word.
-
-A pangram is composed of one or more of the following:
+The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
 
-A pangram consists of only the letters in the English alphabet. The letters are always in the order in which they appear in the sentence.
+The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
 
-A pangram consists of only the letters in the English alphabet, as in the example.
+The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English alphabet, making it a pangram.
 
-The quick brown fox jumps over the lazy dog. This sentence is often used to display all letters of the English
+The quick brown fox jumps over the lazy dog. This sentence is often used to display all
 
 ### Test Prompt 4 (BASE MODEL): ###
 Instruction: List three benefits of regular exercise.
-Base Model Response: - Improve metabolism
-- Increase muscle mass
-- Improve your immune system
-- Increase your overall energy levels
-- Improve your mood
-- Reduce stress
-- Improve your sleep
-- Improve your memory
-- Reduce your risk of chronic health problems
-- Increase your longevity
-- Lower your blood pressure
-- Lower your cholesterol
-- Increase your energy
-- Increase your heart rate
-- Improve your cognitive function
-- Improve your ability to concentrate
-- Improve your memory
-- Improve your mood
-- Improve your overall energy levels
-- Improve your sleep
-- Improve your memory
-- Improve your ability to concentrate
-- Improve your cognitive function
-- Improve your memory
-- Improve your ability to concentrate
-- Improve your memory
--
+Base Model Response: 1. Regular exercise helps your body to maintain its health and fitness level.
+2. Regular exercise helps your body to lose weight and maintain a healthy weight.
+3. Regular exercise helps your body to reduce its risk of diseases such as heart disease, diabetes, and cancer.
+
+It is important to choose a form of exercise that will benefit you and your health. For example, if you are trying to lose weight, you may choose to exercise for 30 minutes a day, 5 days a week. If you are trying to stay healthy, you may choose to exercise for 30 minutes a day, 5 days a week. If you want to build muscle, you may choose to exercise for 20 minutes a day, 5 days a week.
 
 ### Test Prompt 5 (BASE MODEL): ###
 Instruction: Write a short, imaginative story about a cat who discovers a secret portal to another dimension under its owner's bed.
-Base Model Response: The cat, who had been living in the home for many years, was so used to being alone that when he was moved to a new room, he didn't know what to do. In the middle of the night, he heard the sound of something moving under the bed. When he looked under the bed, he saw a strange creature in the middle of the bed. He thought it was a ghost and was scared. He tried to get out of the bed, but his feet were too big. He tried to run, but he got stuck on the floor. He thought he would die if he didn't get out of the bed. So, he got out of bed and he ran around the room, looking for a way to get out
+Base Model Response: When the owner of the house was a young boy, he used to sneak out of the house in the middle of the night. He would find himself in a new place, and he would try to figure out how to get back to his old house. One night, the cat woke up in a strange place and was confused about what she was seeing. It was a portal to another dimension, and she had no idea how she had gotten there. She was so confused that she was afraid to open the portal. However, she felt so safe and comfortable there that she didn't want to leave. It was a place where she could hide and feel safe. So, she opened the portal and entered the other dimension. She had no idea what happened
 
 ### Test Prompt 6 (BASE MODEL): ###
 Instruction: If a train leaves New York at 10 AM traveling at 60 mph and another train leaves Chicago at 11 AM traveling at 50 mph, and the cities are 800 miles apart, at what time do they meet? (Assume they are traveling towards each other on the same track).
-Base Model Response: The train from New York will arrive at the Chicago station around 10 AM. The train from Chicago will arrive at the New York station around 11 AM. At that time, the trains will meet. The exact time will depend on the speed of the train. If the speed of the train is 60 mph, then the time of arrival will be 11:30 AM. If the speed of the train is 50 mph, then the time of arrival will be 10:30 AM. 
-The time of arrival is always the same, regardless of the speed of the train. The only time a train will arrive at the other side of the track is when the speed of the train is zero. 
+Base Model Response: Both trains will arrive at the same time, at 10:01 AM, in New York.
+
+The two trains will arrive at the same time, at 10:02 AM, in Chicago.
+
+Therefore, the time of arrival in Chicago is 10:02 AM, and the time of arrival in New York is 10:01 AM.
+
+This is because, from the point of view of the other train, New York is still on the same track.
 
-The train from New York will arrive at the Chicago
+If the time of arrival in New York is later than 10:01 AM, the other train will arrive at the same time, at 10:01 AM, in Chicago.
+
+The time of arrival in Chicago is 11:00 AM, and the time of
 
 ### Test Prompt 7 (BASE MODEL): ###
 Instruction: What is the capital of Australia?
-Base Model Response: Sydney, Australia is the capital of Australia. It is also the largest city in Australia. The city is well known for having the tallest bridge in the world. The city is also home to the Australian Museum which is one of the world’s best museums. It is located in the suburb of Manly, a suburb in the city of Bondi Junction. The city is about 20 minutes away from the Gold Coast. It has a large beach and also has a famous surf board. The city has a lot of shopping opportunities like the famous shopping district of Bondi Junction. The city also has a big number of famous bars and restaurants. The city is a great place to visit when you are in Australia. It has many
+Base Model Response: Towns in Australia are Sydney, Melbourne, Brisbane, Adelaide, Perth, Darwin, and Hobart. Towns are also named after rivers, such as the Murray River in Melbourne and the Murray in Brisbane. Towns can also be named after famous people, such as Robert Burns in Perth and John F Kennedy in Darwin.
+
+Australia is the second largest country in the world, with an area of almost 9,000,000 square miles (24,000,000 km2) and an average population of about 2.6 million people.
+
+Australia is the world's fifth-most-populous country, and the most populous democracy. The population of Australia is estimated to be more than five times the size of the United States
 
 ### Test Prompt 8 (BASE MODEL): ###
 Instruction: Explain the difference between supervised and unsupervised learning in machine learning, and provide an example of when each would be used.
-Base Model Response: In supervised learning, a model is trained with labeled data and then used to predict new data. In unsupervised learning, data is not labeled but is learned based on some information. For example, if we are given a large dataset of customers and we have the ability to predict whether a customer is a good customer, we can use this information to train a model to predict whether a customer is a good customer. In addition, data from the training set can be used to determine which customers are good customers, and so on.
-
-In supervised learning, the model is trained on a labeled dataset and then used to predict new data. In unsupervised learning, the data is not labeled but is learned based on some information. For example, if we
+Base Model Response: In supervised learning, the training data is used to find a specific solution to the problem.  In unsupervised learning, the data is not used to find a specific solution, but rather the data is used to find a general solution to the problem.  For example, in a speech recognition system, the input data may contain the acoustic features of the speaker.  The acoustic features are then used to train a model to recognize the speaker.  The speaker's voice is then used as the training data for the model.  In the case of speech recognition, the input data may contain the speaker's identity, their speech rate, and their pitch.  These features are then used to train the model to recognize the speaker.  The model may then
 
 ### Test Prompt 9 (BASE MODEL): ###
 Instruction: Summarize the following passage:
 Context: The advent of artificial intelligence has brought forth a new era of technological advancement, impacting various sectors from healthcare to finance. While AI promises increased efficiency and innovative solutions, it also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
-Base Model Response: Artificial intelligence promises increased efficiency and innovative solutions, but also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
+Base Model Response: Artificial intelligence has revolutionized the way we live and work. It enables us to have better decision-making, to work more efficiently, to live better, and to make more money. But it also raises some ethical concerns, as well as questions about job displacement, privacy, and bias in algorithms.
+
+A multidisciplinary approach involving policymakers, technologists, ethicists, and the public is needed to shape a future where AI serves humanity’s best interests. This calls for a societal dialogue to help us all navigate the future of AI and to find a way to integrate AI responsibly.
+
+We need a new approach that combines the wisdom of scientists and technologists with the ethics of ethicists and policymakers. It will help us
 
-The main challenge for society today is to balance progress with human values, and AI is a major part of this effort. We will never be able to fully harness the potential of AI, and its applications will always be subject to the same ethical issues that we face today. AI is already changing the way we do things. Its impact is already being
 
 ```
 
@@ -518,13 +390,11 @@ with torch.no_grad():
 
 ### Test Prompt 1 (LO-RA MODEL): ###
 Instruction: Explain the concept of photosynthesis in simple terms.
-LoRA Model Response: Photosynthesis is the process of photosynthesis and the conversion of light energy into chemical energy in the form of ATP. Photosynthesis is a very complicated process and requires a lot of energy to work. It involves converting light energy into chemical energy in the form of ATP. There are many different types of photosynthesis including photosynthesis of plant cells and photosynthesis of living organisms.
-
-Photosynthesis is also the process that converts energy of the sun into fuel. The most common way that photosynthesis is accomplished is through the use of a process called photosynthesis. It is this process that is responsible for photosynthesis. In photosynthesis, the energy of the sun is converted into chemical energy in the form of ATP. The energy of the sun is converted into
+LoRA Model Response: Photosynthesis is a process whereby a source of energy is converted to a form of energy which is either used to generate or used to sustain cellular life.  In this process, plants use the energy of light as a source of energy to make sugars from carbon dioxide and water.  Photosynthesis produces sugars from carbon dioxide, water, and light.  The sugars produced are used in the process of making starch, which is used to make bread, rice, and many other foods.  The process is also used in the production of alcohol, which is used in making beer, wine, and other beverages.  The process also produces the green plant material that is used for making clothing and other products.  The process is also used to produce biodies
 
 ### Test Prompt 2 (LO-RA MODEL): ###
 Instruction: What is the capital of France?
-LoRA Model Response: Paris is the capital of France. It is also the largest city in the world by population. The city was founded in the 11th century and has been the seat of the French government since 1831. Paris has a population of around 3.7 million people. The city has over 100 museums, including the Louvre, the Eiffel Tower, the Orsay, the Sacré-Coeur, the Pompidou, and the Gare de Lyon. The French capital has a number of famous landmarks including the Arc de Triomphe, the Eiffel Tower, and the Petit Palais. Paris is the most visited city in the world by tourists. The city is home to some of the most famous artists, including
+LoRA Model Response: Paris, France is the capital of France. The French also call it "the city of light" and they have a word that is pronounced "Fraa" - which is an easy pronunciation of the French word for Paris. Paris is also the country's largest city and the financial, cultural, and business centre of France. Paris is a great place to go on vacation or for business. The famous Eiffel Tower is the tallest building in Paris and the Louvre Museum is one of the world's most visited museums. The city is also known for its many cafés and restaurants. Paris is also the most expensive city to live in in the world and is the second most expensive city in the world after London. Paris is the
 
 ### Test Prompt 3 (LO-RA MODEL): ###
 Instruction: Summarize the main idea of the following text:
@@ -541,42 +411,37 @@ The quick brown fox jumps over the lazy dog. This sentence is often used to disp
 
 ### Test Prompt 4 (LO-RA MODEL): ###
 Instruction: List three benefits of regular exercise.
-LoRA Model Response: Regular exercise is one of the most important things you can do for your health.  Exercise is important for your brain and nervous system.  Regular exercise is also important for your bones.  It will help you sleep better.  It will help you avoid many illnesses, including diabetes.  It will help you get a good night's sleep.  It will help you lose weight.  It will help you keep your muscles strong.  It will help you stay healthy.  It will help you avoid many diseases, including heart disease, cancer, and stroke.  It will help you avoid many illnesses, including asthma, emphysema, and some types of dementia.  It will help you avoid many illnesses, including diabetes, heart
+LoRA Model Response: Exercise provides a number of benefits, including building muscle, increasing metabolism, and reducing blood pressure.  Exercise also helps with weight management and helps prevent or slow the progression of chronic diseases like heart disease, diabetes, and high cholesterol.  Regular exercise can also help you manage stress and anxiety, and may even improve mood.  
+
+Regular exercise can also help you manage the symptoms of several different conditions, including asthma, arthritis, depression, and anxiety.  Some conditions are more common in people who exercise, such as diabetes, and some are more common in people who are sedentary, such as heart disease.  It is also important to remember that if you are pregnant, it is important to exercise regularly.  Exercise can also improve
 
 ### Test Prompt 5 (LO-RA MODEL): ###
 Instruction: Write a short, imaginative story about a cat who discovers a secret portal to another dimension under its owner's bed.
-LoRA Model Response: Cat's owner is reading a book on the couch, and her cat is watching her. Suddenly, the cat looks up from the book, and says, "I can see the portal!" The owner is so excited that she reaches for the book, and the cat opens it, revealing the portal. The owner is so excited that she falls into the portal and disappears. The cat is so sad that he missed the portal, but he is glad that he was able to get back. The owner runs through the portal, and the cat watches her disappear, and then he runs through the portal too. He is so happy that he was able to get back, but he is sad that he missed the portal. The cat is sad that he missed the
+LoRA Model Response: "The Cat in the Bedroom" is a short, imaginative story about a cat who discovers a secret portal to another dimension under his owner's bed.
+
+The story begins with the cat waking up in the middle of the night. It looks around the room, and finds a secret portal that leads to the hallway outside the room. The cat climbs through the portal and explores the hallway. It is dark, so it can't see the walls, and it is very loud. It is extremely frightened and worried, and it is trying to hide. Suddenly, it hears a noise and it looks out the window. It sees a cat sitting on the roof of the house, looking up at it. The cat seems to be enjoying the
 
 ### Test Prompt 6 (LO-RA MODEL): ###
 Instruction: If a train leaves New York at 10 AM traveling at 60 mph and another train leaves Chicago at 11 AM traveling at 50 mph, and the cities are 800 miles apart, at what time do they meet? (Assume they are traveling towards each other on the same track).
-LoRA Model Response: The answer is: they meet at 8:05 AM.
-
-The reason is because the time it takes for one train to travel a given distance is a function of the speed of the train.  If the speed of the train is 60 mph, then the time it takes for one train to travel 800 miles is 8 hours, or about 8 hours and 50 minutes.
-
-If the speed of the train is 50 mph, then the time it takes for one train to travel 800 miles is 14 hours, or about 14 hours and 20 minutes.
-
-So, by the time the train meets, it will have traveled 800 miles.
-
-In this example, Chicago is at 8:05 AM, New York is at 10:05
+LoRA Model Response: If the two trains were traveling on the same track, they would meet at the same time, at 10 AM in New York. However, if the trains were traveling towards each other on the same track, they would meet at 10 AM in Chicago and then both would meet at 11 AM in Chicago. If the two trains were traveling on different tracks, they would meet at the same time, at 11 AM in Chicago. However, if the trains were traveling towards each other on the same track, they would meet at 10 AM in New York and then at 11 AM in New York. If the two trains were traveling on different tracks, they would meet at the same time, at 11 AM in New York. However, if the trains were traveling towards
 
 ### Test Prompt 7 (LO-RA MODEL): ###
 Instruction: What is the capital of Australia?
-LoRA Model Response: Canberra is the capital of Australia. It is located in the state of Australia's north east and is about 250 miles (400 km) from Sydney. The city of Sydney is the main city in Australia and the fourth most populous city. Australia is one of the largest countries in the world by area and has a population of about 24 million people.
-
-The city of Canberra is known for being home to the Australian Parliament and the National Library of Australia. The Australian Parliament was moved to the National Library in 2016. It is also home to the Australian Capital Territory Library and the Australian National University Library. The National Library of Australia is the largest library in Australia. The National Library of Australia has more than 1.3 million books
+LoRA Model Response: Melbourne is the capital of Australia. It is located in the Southern Hemisphere and the largest city in Australia. Melbourne is the second largest city in Australia and is the largest city in Australia and the tenth largest city in the world. It is also the second largest city by population in Australia after Sydney. The city has a population of around 4.3 million people. It is located on the eastern coast of Australia and has a population density of 18,000 people per km2. Melbourne is situated on the Great Ocean Road which is a very popular tourist attraction. The city is also known for the Royal Park and the Melbourne Cup. The city also has a large number of museums. Melbourne has some of the most beautiful beaches in Australia. The
 
 ### Test Prompt 8 (LO-RA MODEL): ###
 Instruction: Explain the difference between supervised and unsupervised learning in machine learning, and provide an example of when each would be used.
-LoRA Model Response: In supervised learning, the training data is used to train the model. In unsupervised learning, the model is not trained on the data, but rather, it learns to use data to predict unknown future events.  For example, if you were to use a machine learning algorithm to classify a person's age, you would use a supervised algorithm to train your model to predict when the person will be 30, and you would use an unsupervised algorithm to predict when the person will be 60.  You would then use the trained model to predict when the person will be 90, and you would use the trained model to predict when the person will be 120.  In this example, you would use the model to predict when the person will be 30,
+LoRA Model Response: In supervised learning, the input data is labeled, and the algorithm is given a description of the problem. The algorithm is then given an example of a dataset, and trained to perform the task. In unsupervised learning, the input data is not labeled, and the algorithm is not given an example of a dataset. The algorithm is trained to perform the task without an example. This type of algorithm is often used to identify patterns or relationships between the input data, but is not designed to produce a new dataset.
+
+When a dataset is unlabeled, it is typically treated as a black box, and the algorithm is not given a clear description of how to perform the task. For example, the algorithm could be trained to predict the temperature of a
 
 ### Test Prompt 9 (LO-RA MODEL): ###
 Instruction: Summarize the following passage:
 Context: The advent of artificial intelligence has brought forth a new era of technological advancement, impacting various sectors from healthcare to finance. While AI promises increased efficiency and innovative solutions, it also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
-LoRA Model Response: AI has brought forth a new era of technological advancement, impacting various sectors from healthcare to finance. While AI promises increased efficiency and innovative solutions, it also raises ethical concerns regarding job displacement, privacy, and bias in algorithms. Societies worldwide are grappling with how to regulate and integrate AI responsibly, balancing progress with human values. This calls for a multidisciplinary approach involving policymakers, technologists, ethicists, and the public to shape a future where AI serves humanity's best interests.
+LoRA Model Response: Artificial intelligence is the science and technology of developing new computer and cognitive systems capable of performing tasks previously performed by humans. The term AI is often used to refer to any system that is intelligent and capable of learning, reasoning, and performing complex tasks. However, the term AI is often used to refer to computer systems that are able to perform tasks performed by humans.
 
-Artificial intelligence has made it possible for computers to think. This has created a new generation of machines that are able to do things that humans are not. Some of these machines are capable of doing more than humans are able to do.
+Artificial intelligence is a subfield of computer science that involves the development of systems that can perform tasks previously performed by humans. The main differences between artificial intelligence and natural intelligence are that artificial intelligence is more complex, is designed to learn from experience, and is a result of human intelligence. Artificial intelligence can be used for both intelligent systems and intelligent agents. Artificial intelligence can
 
-The first
 
 ```
 ---