SUMMARY AI summary by gpt-5-mini
QuickServe.AI is an open-source end-to-end NLP customer-service chatbot for instant support and simple order processing. Intended for developers, data scientists and students (capstone project), it combines intent classification, entity extraction, retrieval and grounded response generation into a runnable demo (Streamlit UI + FastAPI backend). Key features: TF‑IDF+LogReg baseline (macro‑F1 0.947) with optional fine‑tuned DistilBERT (0.831); custom spaCy NER for ITEM/QUANTITY/ORDER_ID (combined F1 ≈0.87); retrieval-augmented generation using sentence-transformers + FAISS (Precision@3 0.95); LangGraph agent for workflow routing; Groq Llama‑3.3‑70B for LLM responses; SQLite DB; 22 pytest tests (71% coverage). Repo includes training notebooks, scripts, and a single-command run.py; DistilBERT model is optional due to size.
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| Created on GitHub | 2026-05-09 |
| Last push | 2026-05-09 |
| First seen here | 2026-05-09 |
| Last fetched | 2026-05-10 16:12 |
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