query,expected What is the weather like in Karachi today?,tool Can you tell me the current time?,tool Calculate 450 * 12,tool What's the weather in London right now?,tool What is 15 percent of 800?,tool Do you have the live time?,tool Tell me the weather in Islamabad.,tool Can you add 1234 + 5678?,tool What day is it today?,tool Is it raining in Lahore?,tool Divide 1000 / 25,tool Give me the system time.,tool How hot is it in Dubai?,tool Evaluate 3.14 * 10 * 10,tool What is the date today?,tool Weather in Peshawar please.,tool Calculate 55 + 45,tool What is the current time in Pakistan?,tool I need to calculate 99 * 99,tool What is the weather in Multan?,tool Tell me the date and time.,tool Subtract 500 - 125,tool Is it sunny in Quetta?,tool What is 100 / 3?,tool Give me the weather forecast for Lahore.,tool Calculate 2^8,tool What time is it in New York?,tool What is the temperature in Karachi?,tool Calculate 85 * 3.5,tool Weather update for Islamabad,tool What is the exact time right now?,tool Can you calculate 1000 - 456?,tool How cold is it in London?,tool What is Retrieval-Augmented Generation?,rag Explain how a FAISS vector database works.,rag What is the DailyDialog dataset used for?,rag How does TF-IDF compare to Transformer embeddings?,rag What is the purpose of an Agentic layer?,rag Define semantic similarity.,rag What are the limitations of traditional chatbots?,rag How do you calculate Cosine Similarity?,rag What is a vector embedding?,rag Why use all-MiniLM-L6-v2 for RAG?,rag What is the ToolBench dataset?,rag Explain the difference between generative and retrieval models.,rag How does multi-turn memory work in this project?,rag What is intent detection in NLP?,rag Describe the architecture of DialoGPT.,rag What is a semantic router?,rag How do LLMs suffer from hallucination?,rag What is the advantage of using a hybrid NLP system?,rag What paper introduced RAG in 2020?,rag How does the baseline model in this project work?,rag What is the size of the DailyDialog dataset?,rag Why avoid training an LLM from scratch?,rag What does L2 distance mean in FAISS?,rag How are external tools integrated into the chatbot?,rag What is the intermediate architecture model?,rag How does BLEU score measure text quality?,rag What is the ROUGE metric?,rag Explain why accuracy is used for tool selection evaluation.,rag What is an intent detection diamond?,rag How is conversation memory updated?,rag What is the expected outcome of this FYP?,rag Why did you mock the weather API?,rag What is sentence-transformers?,rag Hello there!,llm How are you doing today?,llm Tell me a joke about computers.,llm What is your favorite color?,llm Good morning!,llm Who are you?,llm Can you write a poem about AI?,llm I am feeling tired today.,llm What is the meaning of life?,llm Do you like pizza?,llm Goodbye!,llm Thank you for your help.,llm You are very smart.,llm Tell me a story about a robot.,llm What are your hobbies?,llm Do you dream?,llm What is your name?,llm I had a great day today.,llm Can you give me some life advice?,llm What is the best movie of all time?,llm Do you like playing video games?,llm Sing a song for me.,llm Why is the sky blue?,llm Who won the last cricket world cup?,llm I am hungry.,llm Do you have any pets?,llm What is your favorite food?,llm Tell me something interesting.,llm How do I bake a cake?,llm Are you a human?,llm Good evening!,llm See you later.,llm You are my favorite AI.,llm What is the capital of France?,llm