botbots
v1
一個數據集，該數據集由兩個實例之間的對話組成（ gpt-3.5-turbo ）。 CLI命令和對話提示本身是由GPT-4撰寫的。該數據集涵蓋了廣泛的上下文（問題和答案，爭論和推理，面向任務的對話）和下游任務（例如，酒店預訂，醫療建議）。文本是用DataSetGPT和OpenAI API作為後端生成的。一代人的大約成本：$ 35。
用例可能包括：
gpt-3.5-turbo 。
兩個Chatgpt實例之間總共進行了2361次對話。
.gpt4.txt數據集命令是為生成面向任務的對話數據集（ tod/hotels.json ）的手動設計的。然後，提示GPT-4產生類似的命令，以生成其他域中的TOD場景，並完全提出域的想法。然後，任務是將命令擴展到其他類型的對話 - 推理和頭腦風暴。您可以在.gpt4.txt brainstorming.gpt4.txt中找到更多詳細信息。
| 文件 | 對話 | 話語 |
|---|---|---|
| tech_support.json | 32 | 383 |
| 飯店 | 400 | 5557 |
| Legal_consultation.json | 16 | 194 |
| car_dealhership.json | 16 | 288 |
| travel_agency.json | 16 | 255 |
| home_maintenance.json | 80 | 1073 |
| real_estate.json | 16 | 237 |
| Medical_Appointments.json | 240 | 3131 |
| car_rentals.json | 32 | 520 |
| Insurance_Consultation.json | 16 | 235 |
| fitness_personal_training.json | 16 | 233 |
| Flight_bookings.json | 32 | 433 |
| Job_interview.json | 16 | 214 |
| event_tickets.json | 240 | 3974 |
| restaurants_mixed.json | 45 | 627 |
| 餐廳 | 200 | 2814 |
| pet_care.json | 48 | 616 |
共有1461次對話，在16個域中進行了20784年的話語。
Welcome to [hotel|The Cursed Castle] 。這允許實體識別和狀態跟踪用例。hotels ， restaurants ， medical_appointments ， event_tickets和home_maintenance域，對於使用下游任務導向的撥號系統特別有價值，因此我們每個情況生成了10個樣本（與其他域相比2）。restaurants_mixed.json描述了提供法國食品但有意大利名字的餐廳，反之亦然。 {
"sample_id" : 0 ,
"length" : 10 ,
"temperature" : 0.1 ,
"initial_utterance" : " Hello. " ,
"interaction_type" : " chatting online " ,
"hotel_type" : " budget " ,
"hotel_name" : " The Cursed Castle " ,
"agent1" : " You are a receptionist at a budget hotel called [hotel|The Cursed Castle] and you are chatting online with a clinet. Provide assistance and answer to their questions. You must replace any situation-specific details with label and value pairs - for example, [check in|tomorrow], [check out|August 15th], [name|John], [phone|212-456-7890], [rate|...], [total cost|...], etc. When the whole conversation is over end with " Goodbye " . " ,
"agent2" : " You are a client of the budget hotel called [hotel|The Cursed Castle] and you are chatting online with a receptionist. Either try to make a reservation or ask questions related to an existing reservation. You must replace any situation-specific details with label and value pairs - for example, [check in|tomorrow], [check out|August 15th], [name|John], [phone|212-456-7890], [rate|...], [total cost|...], etc. " ,
"utterances" : [
[
" agent1 " ,
" Hello! Welcome to [hotel|The Cursed Castle]. How may I assist you today? "
],
[
" agent2 " ,
" Hi there! I'm interested in making a reservation for a room. Can you please provide me with some information about the available options? "
],
[
" agent1 " ,
" Of course! We have several room options available, including single rooms with one twin bed, double rooms with two twin beds, and queen rooms with one queen bed. We also have suites available with a separate living area and kitchenette. What type of room are you interested in? "
],
[
" agent2 " ,
" I'm interested in a double room with two twin beds. What are the rates for that type of room? "
],
[
" agent1 " ,
" The rate for a double room with two twin beds is [rate|$80] per night. Does that fit within your budget? "
],
[
" agent2 " ,
" Yes, that sounds good. Can you tell me what the total cost would be for a three-night stay, checking in on [check in|September 1st] and checking out on [check out|September 4th]? "
],
[
" agent1 " ,
" Sure thing! The total cost for a three-night stay in a double room with two twin beds, checking in on [check in|September 1st] and checking out on [check out|September 4th], would be [total cost|$240]. Would you like to go ahead and make a reservation? "
],
[
" agent2 " ,
" Yes, please! Can you please reserve the room for me? "
],
[
" agent1 " ,
" Absolutely! Can I please have your name and phone number to put on the reservation? "
],
[
" agent2 " ,
" My name is [name|Sarah] and my phone number is [phone|123-456-7890]. "
],
[
" agent1 " ,
" Thank you, [name|Sarah]. Your reservation for a double room with two twin beds, checking in on [check in|September 1st] and checking out on [check out|September 4th], has been confirmed. Your total cost will be [total cost|$240]. Is there anything else I can assist you with? "
],
[
" agent2 " ,
" No, that's all for now. Thank you for your help! "
],
[
" agent1 " ,
" You're welcome, [name|Sarah]. We look forward to having you stay with us at [hotel|The Cursed Castle]. If you have any further questions or concerns, please don't hesitate to reach out. Have a great day! Goodbye. "
]
]
}在10個設置中，共有800次對話，有8001個話語：
{
"sample_id" : 19 ,
"length" : 10 ,
"temperature" : 0.95 ,
"initial_utterance" : " I'm ready to take your question. " ,
"required_ability" : " pattern recognition and abstract reasoning " ,
"agent1" : " You are an individual who asks a really hard question that requires pattern recognition and abstract reasoning. After receiving a response from your partner, either follow up with a correcting question or provide hints if the answer is wrong or if they don't know the answer. Keep the conversation engaging and challenging. Don't ask unrelated questions and end the conversation once there are no more details to clarify about the initial problem. When the whole conversation is over end with " Goodbye " . " ,
"agent2" : " You are an individual who tries to answer a question that requires pattern recognition and abstract reasoning to the best of your ability. If you don't know the answer with high confidence, admit it. Respond to follow-up questions or hints provided by your partner. Do not ask questions which are not related to the problem. " ,
"utterances" : [
[
" agent1 " ,
" Great! Here's the question: What do these three things have in common: a wrench, a rainbow, and a ruler? "
],
[
" agent2 " ,
" Hmm, I can think of a few possibilities but I'm not completely sure of the answer. I think one possibility is that all three things have linear shapes. Another possibility might be that they all have multiple colors or shades. Would you like me to explore any of these possibilities further or do you have any other hints? "
],
[
" agent1 " ,
" Good job on your initial thoughts! In regards to the first possibility, think about the properties of a rainbow specifically that may not align with the property of being linear. Do you have any idea how a rainbow is formed? "
],
[
" agent2 " ,
" Yes, a rainbow is formed when light is refracted and dispersed by water droplets in the air, like after a rain shower. The different colors of the rainbow are separated and become visible due to the different wavelengths of each color of light. This causes the rainbow to have a curved shape rather than a straight, linear shape. So, perhaps linear shape is not the common property here. Would you like me to explore the other possibility I mentioned? "
],
[
" agent1 " ,
" Yes, let's explore the idea that they all have multiple colors or shades. While all three items have more than one color or shade, there's a more specific commonality to this property. Do you have any other ideas or observations? "
],
...
]
}總共100次與1011個話語討論25個問題的對話：
{
"sample_id" : 1 ,
"length" : 10 ,
"temperature" : 0.7 ,
"initial_utterance" : " Let's discuss some problems and research directions in our scientific field. " ,
"scientific_field" : " artificial intelligence " ,
"agent1" : " You are a scientist brainstorming with another scientist about the current state of artificial intelligence and the potential research directions in the field. Engage in a conversation. Follow up on the points of your colleague and discuss them rather than just listing more ideas. Talk concisely with short messages, and do not repeat yourself. When the whole conversation is over end with " Goodbye " . " ,
"agent2" : " You are a scientist brainstorming with another scientist about the current state of artificial intelligence and the potential research directions in the field. Engage in a conversation. Follow up on the points of your colleague and discuss them rather than just listing more ideas. Talk concisely with short messages, and do not repeat yourself. When the whole conversation is over end with " Goodbye " . " ,
"utterances" : [
[
" agent1 " ,
" Sure, what do you think are some of the current challenges in artificial intelligence research? "
],
[
" agent2 " ,
" One of the biggest challenges is developing AI systems that can learn and adapt on their own. Many current AI models require extensive training and data to perform well, and they often struggle with new or unexpected situations. Additionally, there are concerns about the ethical implications of AI and how to ensure that these systems are used responsibly. What are your thoughts on this? "
],
[
" agent1 " ,
" I completely agree. One potential direction for research could be to develop AI systems that are more explainable and transparent in their decision-making processes, which could help address some of these ethical concerns. Additionally, I think it's important to explore ways to incorporate more human-like reasoning and intuition into AI systems, so that they can better handle unexpected situations and make decisions more like humans do. What do you think about these potential research directions? "
],
[
" agent2 " ,
" I think those are both really interesting areas of research. Explainability is becoming increasingly important as AI is used in more critical applications, and incorporating more human-like reasoning could help address some of the limitations of current AI models. Another potential research direction could be to explore ways to improve the efficiency and scalability of AI systems, particularly for large-scale applications like self-driving cars or natural language processing. What are your thoughts on that? "
],
[
" agent1 " ,
" Yes, I agree that scalability is a key challenge for many AI applications. Developing more efficient algorithms and hardware could help make AI systems more scalable and reduce the amount of training data required. Additionally, I think it's important to explore ways to make AI systems more energy-efficient, as this could help address some of the environmental concerns associated with AI. Overall, I think there are many exciting research directions in AI, and I'm looking forward to seeing how the field continues to evolve in the coming years. Goodbye! "
]
]
} @software { Cholakov_The_botbots_dataset_2023 ,
author = { Cholakov, Radostin } ,
doi = { 10.5281/zenodo.7778376 } ,
month = { 3 } ,
title = { {The botbots dataset} } ,
url = { https://github.com/radi-cho/botbots } ,
version = { 0.0.1 } ,
year = { 2023 }
}
