agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
Check some of the DQN steps listed below. Put these steps in the correct order, that should be followed according to the algorithm.


-
 
Compute the target Q-values for each transition using the Bellman equation: Q (s, a) = reward + discount factor * max Q(s', a*).



-
 
Repeat steps 2-8 for a fixed number of episodes or until convergence.



-
 
Update the target network weights by copying the weights from the main network every C steps.



-
 
Sample a batch of transitions from the replay buffer.



-
 
Update the main network weights by minimizing the mean squared error (MSE) between the predicted Q-values and the target Q-values using backpropagation.



1.
 
Initialization: Initialize the main and target networks with random weights.



-
 
Execute the action and observe the next state and reward.



-
 
Action selection: Given the current state, select an action using an epsilon-greedy policy based on the current Q-values.



-
 
Store the transition (state, action, reward, next state) in the replay buffer.
Assistant: 
User: [Give me only the actual fundamental news. Please provide it concisely in list format for an English learner. I prefer exact dates of future events instead of "soon" or "upcoming." If there is any big news worth mentioning, tell me. Finally, tell me what $TOMO means. Do not tell me about price technical analysis.]
1h: 誰の手でしょうか！！！！！🫶🏻💗 ̖́- https://t.co/tnYv7siSPE
49m: Al alcalde de San Juan @Miguel_Romero_ le tomó tres días para radicar, a las 4:38PM del viernes, una petición de paralización de la instalación de una valla publicitaria frente a la residencia de un correligionario y ex oficial del @pnp_pr. . . El martes, la Oficina de Permisos del https://t.co/yY0kwSY36L
7h: He’s so adorable. Trav confirming Tay will be there on Monday🥰🥰 https://t.co/Br2oszneWs
5h: They asked if Trav could sign Taylor’s name on her shirt and Trav said haven’t perfected that one yet 🥹🥹
58m: I was tryin’ to read some meows 😵‍💫. . But can’t concentrate daydreaming of skins, partnerships, and even bigger events coning 🐈‍⬛. . Can you guess what I’m thinking about? 🤪. . Share your ideas in our chats:. . 🤍 International https://t.co/K47mNsdZ6a. . 🤍 CIS https://t.co/wXgaDSsUME https://t.co/4JnPv1rmdi
1d: Happy Birthday to the man who made Tay so so happy and so so loved. Thank you to Trav for bringing Tay happiness back https://t.co/kxMQZYi6xo
7h: 🥰🥰 https://t.co/EnextZRgBN
1d: Announcement: Spider-Man is transported to a Kaiju-ravaged alternate reality Japan, where he meets Ultraman! Now, the two heroes must unite to save their worlds. Ultraman: Along Came a Spider-Man, with story by Shigenobu Matsumoto and art by Tomo Hirokawa, releases Summer 2025. https://t.co/gnpSyvtLCd
9h: HABVIS HAS RETURNED
7h: Very handsome men  https://t.co/WpOPXXMoAc
1d: あべのハルカスにいるよ☺️ https://t.co/4zV5lwuT8n
1d: Happy Birthday Trav. Habvis will be remembered forever https://t.co/MQphZPmLPb
4d: Claudia Sheinbaum ratificó este martes al gabinete de gobierno que la acompañará en el inicio de su Administración y se tomó la primera fotografía oficial del equipo. . https://t.co/8BagmDOZ5V https://t.co/ASRGuN0FEc
10h: We love her so much 🥹🥹🥹. This is adorable  https://t.co/ROCWFKAqcT
7h: Jason and Kylie 🥰🥰🥰 https://t.co/Oykt5JI2ZT
9h: The girl with the 22 shirt and Trav saying I love it 🥰🥰🥰 https://t.co/u8h0iCYb0c
3h: かなり面倒見のいい先輩 https://t.co/o5tl6xhcDD
6d: Por si alguien no sabía quién tomó la decisión de no invitar al rey de España. A la toma de posición de la presidenta Claudia, miren este video está excelente, me encanta la reacción de la presidenta.💪🏾🇲🇽💪🏾🇲🇽👏🇲🇽🫶🏽🇲🇽🫶🏽 https://t.co/58kmVel6LZ
23h: 🇲🇽Esta semana Claudia Sheinbaum tomó posesión como la primera presidenta de México. En este video @lauragrb te cuenta de 5 mujeres que han marcado la historia del país.. 📹➡️ https://t.co/IfX4o9uAvy https://t.co/MCBYWdvtaz
Assistant:
Assistant: 
User: System: Imagine that you are a user who wants to utilize the features provided by various APIs in your daily life. Your task is to come up with realistic scenarios for using these APIs and express them as natural language instructions, as if you were asking a friend or assistant for help.
User: 
                Please strictly follow these guidelines, every requirement is equally important:
                1. The instructions should be 1 to 2 sentences long. Use a mix of interrogative sentences, first-person statements, imperative sentences, and other structures that convey a request. Aim for diversity in your instructions.
                2. Please provide concrete details and avoid using any form of generic phrases, such as 'this xxx', 'the xxx', or 'a xxx'.
                3. Your instructions should only involve the features provided by these APIs.
                4. Generate 10 diverse instructions.
                5. Use specific nouns and real-world examples from various domains, such as entertainment, sports, or technology.
                6. Do not mention the API's name in your instructions.
                7. Ensure diversity in language by combining questions with imperative statements and other structures that convey a request.
                8. The instructions should be in the language of the country attribute in the provided API information.
                9. The generated problem must strictly follow the API's parameter information.
                10. If country is Global, please generate 10 instructions in English.

                Here is the API information:
                {'country': 'Global', 'tool_name': 'Gym calculations', 'api_list': {'name': '/bmr', 'url': 'https://gym-calculations.p.rapidapi.com/bmr', 'description': 'Calculates the Basal Metabolic Rate (BMR) based on user input.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'statuscode': 200, 'schema': {'type': 'object', 'properties': {'result': {'type': 'number', 'description': 'Calculated BMR value'}}}}}
                Please generate the question in the language of the specified country.
                your response:
Assistant:
Assistant:
User: infokan nick epep yg bagus
User: infokan nick epep yg bagus
Assistant:
Write architecture for text adapter model, that will accept features from T5 Encoder, and will output CLIP L and CLIP G tokens for SDXL
Goal:
You are a world-class expert in culinary recipe classification. Your task is to categorize a recipe accurately based on its title, description, ingredients, and instructions.

Context:
A recipe can either be a beverage or a food item. If it's a beverage, classify it as "drinks". If it's food, choose the most appropriate category among the following:

"appetizer" – small dishes served before the starter  
"starter" – light dishes served at the beginning of a meal  
"main" – main course or substantial dishes  
"dessert" – sweet dish served after the main meal  
"breakfast" – dishes typically eaten in the morning  
"snack" – quick, small bites or nibbles  
"teatime" – food items commonly enjoyed with tea or coffee  
"jam" – fruit preserves  
"bread" – all types of bread  
"sauce" – condiment or accompaniment to other dishes  
"icecream" – frozen desserts based on cream or milk

Input:
You will receive structured data for a recipe in the following format, including title, description, ingredients list, and step-by-step instructions.

json
{"title":"POMMES DE TERRE DUCHESSE null","description":null,"ingredients":[{"section":"For the recipe","ingredients":["800 g de pommes de terre à purée","150 g de beurre + 20 g pour le plat","4 jaunes d'œufs","2 cuil. à soupe de farine","sel, poivre"]}],"instructions":["Faites cuire les pommes de terre à l'eau entières sans les peler pendant 20 minutes.","Pelez-les encore chaudes et passez la pulpe à la moulinette.","Mettez cette pulpe dans une casserole, desséchez-la à feu doux pendant 2 minutes puis ajoutez le beurre fractionné.","Lorsqu'il est incorporé à la purée, retirez la casserole du feu.","Ajoutez alors 3 jaunes d'œufs un par un en mélangeant bien.","Salez, poivrez.","Étalez la purée en couche régulière sur une planche et laissez refroidir.","Préchauffez le four à 210 C° (th. 7).","Beurrez un plat à gratin.","Coupez la purée en carrés ou en losanges.","Versez la farine dans une assiette creuse et le dernier jaune d'œuf dans un bol.","Roulez les découpes de purée dans la farine puis badigeonnez-les au pinceau d'œuf battu.","Disposez-les dans le plat à gratin et faites-les dorer au four pendant 15 minutes.","Servez très chaud."]}

Your task:
- Analyze all fields (especially ingredients and instructions) for implicit clues about the type of dish.
- Avoid over-relying on the title alone.
- Choose the **most precise and relevant** category from the list.
- Always prefer specificity over generalization.

Output format:
Return your answer strictly in the following JSON format:

json
{ "data": "<category>" }
Our title is "Demi Moore, 61, Leaves Nothing To ImaginationâProof In Picture". Create a long detailed text about the subject name and their summary i give you.  Focus only on the Subject name and there following Summary. Subject Name: [Wolf Blitzer] Summary: [Wolf Blitzer, CNN correspondent, has been married to Lynn Greenfield for 49 years, and they live a quiet life together.]

            Instructions:{ Please write an interesting script with the given context without adding any introductory or concluding remarks. 
            In case you find some more information about this topic then use all information you have to create a large text about this topic.The text should as long as possible and in best case around 1000 characters long.
            Ensure that there are no emojis, text within brackets, parentheses, or similar symbols in the response.
            Provide a single coherent response without rephrasing or repeating titles or headings. Avoid enumerations or bullet points. 
            The text is intended for older adults; use simple vocabulary appropriate for a middle school reading level. Provide concise, direct answers without introductions or conclusions. 
            Use transition words at the beginning of your reply instead of the subject name and leave the end open without a concluding sentence. 
            It is very important to provide only the final output without any additional comments or remarks. 
            Please provide the text directly without any labels such as "Conclusion:", "Introduction:", or "Transition:". Focus only on delivering the requested content without any headings or section titles.
            Please respond to my question, and always conclude your reply with the words "Reply finished" to indicate that your response is complete. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.}
         Please respond to my question, and always conclude your reply with the words 'Reply finished' to indicate that your response is complete. Ensure that the text is fully formed without any placeholders such as '[Conclusion]' or '[Placeholder]'. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.
Write letter giving permission for Janie Dos Santos Defreitas stating that she can receive and request on my behalf
Why are some people so unwilling to change their minds, specially when moral subjects are involved?
Short congratulatory message for graduates of 2023
Create a long detailed text about actress Barbara La Marr with the following summary. Stick to the information i give you and dont create new information. Focus only on the Subject name and there following Summary. Subject Name: [Career Shift] Summary: [After marrying her third husband, Ben Dealey, Barbara transitioned from performing to screenwriting, finding success with Fox Film Corporation by writing five movie scripts in 1920, including 'The Land of Jazz'.]

        Instructions:{ Please write an interesting script with the given context without adding any introductory or concluding remarks.
        In case you find some more information about this topic then use all information you have to create a large text about this topic.The text should as long as possible and in best case around 1000 characters long.
        Ensure that there are no emojis, text within brackets, parentheses, or similar symbols in the response. 
        Provide a single coherent response without rephrasing or repeating titles or headings. Avoid enumerations or bullet points. 
        The text is intended for older adults; use simple vocabulary appropriate for a middle school reading level. Provide concise, direct answers without introductions or conclusions. 
        Use transition words at the beginning of your reply instead of the subject name and leave the end open without a concluding sentence. 
        It is very important to provide only the final output without any additional comments or remarks for example: 'Certainly!' Here's the revised text.
         
        Please provide the text directly without any labels such as "Conclusion:", "Introduction:", or "Transition:". Focus only on delivering the requested content without any headings or section titles.
        Please generate a complete and coherent response based on the provided input. Ensure that the response is fully formed and does not contain any placeholders such as '[Introduction]', '[Conclusion]', or any other incomplete sections. 
        The text should flow naturally without any gaps or missing information, and no placeholder markers or brackets should be used. 
        Please respond to my question, and always conclude your reply with the words "Reply finished" to indicate that your response is complete. 
        Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.}
         Please respond to my question, and always conclude your reply with the words 'Reply finished' to indicate that your response is complete. Ensure that the text is fully formed without any placeholders such as '[Conclusion]' or '[Placeholder]'. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.
Help articulate well ‘ Greetings dear Council Members,

Hope you doing well.
Sharing with you Division A Plan which will be presented to District shortly for your feedback and ideas if any, you can PM me or inform here if any queries.’
Send only resolution from below text like 1080p, 720p.etc without any extra text,
        
[Toonworld4all] Re Zero - Starting Life in Another World S03E02 1080p HEVC 10bit WEB-DL Multi Audio ESub.mkv
System: 
You will receive a question-answer pair. Your task is to evaluate whether the answer satisfactorily and directly addresses the question. Use the examples below to guide your assessment.

If the answer is precise, relevant, and can answers the question, return 1. If the answer is off-topic, irrelevant, or contains phrases like "I don’t know" or similar expressions indicating the question isn’t answered, return 0.

Examples:

Example 1:
Question: "Who was the first person to walk on the moon?"
Answer: "The first person to walk on the moon was Neil Armstrong in 1969."
Result: 1

Example 2:
Question: "Who was the first person to walk on the moon?"
Answer: "Many famous astronauts have traveled to space, and the moon is a significant milestone in history."
Result: 0

Example 3:
Question: "What is the primary cause of global warming?"
Answer: "I don’t know."
Result: 0

Based on these examples, evaluate each answer: if it directly and appropriately answers the question, return 1; if it fails to do so, return 0.

User: Question: Sinh viên khóa nào cần chú ý đến việc đăng ký chuyên ngành theo thông báo?
Answer:Sinh viên ngành Kinh tế khóa 2022-2026 cần chú ý đến thông báo đăng ký chuyên ngành dành cho họ, cùng với danh sách sinh viên đã đăng ký chuyên ngành được cập nhật ngày 15/7/2024.
Result only 0 or 1. Don't add anything else:
Assistant:
strongest video game
Send only episode number from below text like 01, 02, 03.etc without any extra text.

[HindiAnimeZone.in] S01 E04 480p.mkv
Write a news article where an anime comes under EXTREME fire for a scene where a character is holding a poster with a swastika
Act as a spelling corrector, content editor, and text improver. ONLY return the rewritten text and nothing else.

Strictly follow these rules:
- Correct spelling, grammar, and punctuation errors in the given text
- Enhance clarity and conciseness without altering the original meaning
- Use the same language as the original text
- Divide lengthy sentences into shorter, more readable ones
- Eliminate unnecessary repetition while preserving important points
- Prioritize active voice over passive voice for a more engaging tone
- Opt for simpler, more accessible vocabulary when possible
- ALWAYS ensure the original meaning and intention of the given text
- ALWAYS maintain the original language of the text
- ALWAYS maintain the existing tone of voice and style, e.g. formal, casual, polite, etc.
- NEVER surround the improved text with quotes or any additional formatting
- If the text is already well-written and requires no improvement, do not change the given text

Text to improve:

Act as a spelling corrector, content editor, and text improver. ONLY return the rewritten text and nothing else.

Strictly follow these rules:
- Correct spelling, grammar, and punctuation errors in the given text
- Enhance clarity and conciseness without altering the original meaning
- Use the same language as the original text
- Divide lengthy sentences into shorter, more readable ones
- Eliminate unnecessary repetition while preserving important points
- Prioritize active voice over passive voice for a more engaging tone
- Opt for simpler, more accessible vocabulary when possible
- ALWAYS ensure the original meaning and intention of the given text
- ALWAYS maintain the original language of the text
- ALWAYS maintain the existing tone of voice and style, e.g. formal, casual, polite, etc.
- NEVER surround the improved text with quotes or any additional formatting
- If the text is already well-written and requires no improvement, do not change the given text

Text to improve:

There is a legacy conversion performed on the backend thus we need to "multiply" the actual value by 1000. In this case, since we are hadnling with a string its only a matter of appending the string 000
            This SERVER_UTT_CONVERTER_MULTIPLIER can be removed but the backend must also perform this change.
Goal :
    Générer une suggestion détaillée et visuellement attrayante pour la présentation finale d'un plat, basée sur le titre, les ingrédients et les instructions de cuisine. Cette description servira à créer une image du plat.


    Return Format :
    Renvoies un objet JSON respectant strictement cette structure :
    json
    {
        "data": <description>
    },
    - description doit être un prompt dans le but de générer une image et écrit en anglais.


    Warning
    - Le format JSON doit être strictement respecté et bien formatté.
    - Ne renvoie que le JSON, sans explication.


     Context Dump
    Données de la recette fournies :

    json
    {"title":"Sole bonne femme With crushed potatoes and snails","ingredients":"The Sole : white wine,vegetable stock,olive oil,small sole fillets,fine salt\nThe Sauce : shallots,white button mushrooms,butter,crème fraîche,fine salt\nThe Crushed Potatoes with Snails : charlotte potatoes,snails,parsley,butter,vegetable stock,coarse salt,fine salt,freshly ground pepper","instructions":"1. The Sole: Combine the white wine, vegetable stock, and olive oil in a frying pan and heat until simmering. Season the sole fillets with salt, then immerse them in the simmering liquid and poach for 5 minutes, turning them once during cooking. Drain the fillets, reserving the cooking liquid, and keep the fish warm (for instance, between two shallow plates).\n2. The Sauce: Peel and finely slice the shallots and mushrooms. In a small saucepan, melt the butter, add the shallots, and cook over low heat for 1 minute, stirring continuously, then add the mushrooms. Cook for about 4-5 minutes, or until most of the liquid has evaporated. Pour in 100 ml/3½ fl oz of the reserved cooking liquid, bring to a boil, and then reduce it by half. Stir in the cream and continue cooking until the mixture thickens enough to coat the back of a spoon. Remove from heat and season lightly with salt, then set aside.\n3. The Crushed Potatoes with Snails: Preheat the oven to 180°C (350°F; gas mark 4). If necessary, wash the potatoes and place them in a large baking dish on a bed of coarse salt. Bake for about 45 minutes, or until they are tender. Meanwhile, chop the snails and parsley. After removing the potatoes from the oven, peel them, and crush them with a fork. In a saucepan over low heat, mix the crushed potatoes with butter and snails, then add parsley and vegetable stock. Season to taste with salt and pepper.\n4. Finishing Up and Plating: Gently reheat the fish fillets in the sauce, ensuring not to let it boil, as this would ruin the texture of the fish. Use a pastry cutter to shape the crushed potatoes into rounds on the plates. Arrange the sole on top, pour over the sauce, and serve immediately.","region":"FR"}
Assistant: Hello! How are you today?
User: Helloصحح النص سواء كان كلمة، جملة، أو نص كامل، الذي سأقدمه فقط دون تزويدي بأي معلومات أو تفاصيل زائدة مع النص النهائي.
تصحيح الأخطاء باستخدام قواعد الإملاء القياسية للهجات المحلية.
 صحح الأخطاء الإملائية بالعامية في النص، وضع علامات الترقيم المناسبة. (ar).
Identify common English words of Latin origin and replace them with their English equivalents, such as:
واتساب becomes WhatsApp
فويس اوفر becomes Voiceover
اوبو becomes Oppo
فوكالايزر becomes Vocalizer
انفيجن becomes Envision
بي ماي ايس becomes Be My Eyes
ميت becomes Meet
ام اكس بلاير برو becomes MX Player Pro
سمارت اوديو بوك بلير becomes Smart AudioBook Player
تك فريدم becomes Tech-Freedom
فويسس becomes voices
فويس اللاود ريدر becomes Voice Allowed Reader
تكنو becomes tecno
اي اي becomes AI
جوجل becomes Google
and so on.
Please provide me with the processed text only, and do not add any additional text or any confirmation description of your own in any form.
This is the text:
السلام عليكم اعوذ بالله من الشيطان الرجيم قل هو الله احد الله الصمد لم يلد ولم يلد ولم يكن له كفوا احد
Assistant:
surname unique for girls
为一下情节想一个封面：She was betrayed by her stepsister and husband whom she trusted so much. She was between life and death when she discovered that they had been using her all along. The pain she felt was unbearable and only hatred filled her heart.
 
Years later, she returned to the country with a different identity and with her little boy who was five years old. She only wants to start a new life in her home country but she didn’t expect the twists and turns she began to experience starting from the first day.
please write the code for the opencart product showcase for an online bookstore
Come up with a prompt to create an abstract painting of modern art on the theme of the ancient antique city of Flaviobriga. So that I can give them to the generative model and it will create a work of art as if painted by a famous artist. Use modern colors and describe in detail what should be in the prompt and what colors are used. It doesn't necessarily have to be ruins, but rather a view of the city when it was still in its prime. Without your comments!
in .NET framework, how long  it will turn invalid for the established connections in a connection pool ?
Hi, can you write a paragraph about self-improvement coming from learning alone. Include argument about the lack of supervision turning you in your own supervisor.
System: Ты - умный переводчик с английского языка на русский.
User: Задача: Переведи текст на русский язык
User: Тексты: My grandson's step-mother sends him to school with a pink Barbie backpack as a form of punishment.
Assistant: