| Project Overview | This project direction applies recent AI-agent, RAG, and language-model research to web-based systems. The work can be implemented as a browser-accessible platform where users interact with documents, websites, forms, code, or support content through an intelligent interface. The reference paper, 'A Survey on Large Language Models for Software Engineering', provides the academic base for the topic. Instead of copying the paper abstract directly, this page keeps the same research intent in a safe paraphrased form: the system uses large-language-model capabilities for explanation, reasoning, summarization, and natural-language interaction. The final student implementation can include dataset preparation, model/API integration, dashboard or app interface, result explanation, and a short documentation-ready workflow. |
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| Research Paper Title | A Survey on Large Language Models for Software Engineering |
| Research Paper / PDF Link | Open Paper / PDF |
| Year | 2023 |
| Project Area | Web Development with AI |
| Project Type | Web Project |
| Required Tools / Software | HTML, CSS, JavaScript, React/Next.js, Node.js/Python backend, Vector DB, LLM/RAG API |
| Main Features / Working Principle | Collect or upload relevant data, preprocess it, apply an AI/ML/LLM/RAG/software workflow, and present the result through a dashboard or application interface for Web Development with AI. |
| Expected Output | A working B.Tech project prototype for Web Development with AI with input, processing, result display, and explanation/report sections. |
| Possible Add-ons | Admin panel, PDF report export, model comparison, source citations, login system, WhatsApp help button, and deployment on cloud/hosting. |
| Get Help | Get Help on WhatsApp
Message: Hi FE, I need help with "Web-Based Project Report Helper Using LLMs" in "Computer Science & Engineering" |
This B.Tech Computer Science & Engineering project resource connects a recent research direction with a practical implementation plan, tools, expected output, and possible extensions.