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| title: DocumentQandAI | |
| emoji: 📊 | |
| colorFrom: gray | |
| colorTo: yellow | |
| sdk: gradio | |
| sdk_version: 5.31.0 | |
| app_file: app.py | |
| pinned: false | |
| license: apache-2.0 | |
| short_description: QandAI | |
| # 📝 Document Q&A Demo | |
| [](https://huggingface.co/spaces/your-username/doc-qa) | |
| [] | |
| [](https://huggingface.co/deepset/roberta-base-squad2) | |
| [](LICENSE) | |
| --- | |
| ## 🚀 Overview | |
| Turn **any piece of text**—policies, FAQs, product descriptions—into an interactive **QA interface**. | |
| Leverages **contextual embeddings** and **span‐extraction** to pinpoint precise answers in real time. | |
| > **Key AI buzzwords:** | |
| > • Contextual Question Answering • Span Extraction • Transformer-based NLP • Real-time inference • Edge (CPU) deployment • User-centric UX • Cloud-native AI | |
| --- | |
| ## ✨ Features | |
| | 🔑 Feature | 🔍 Description | | |
| |-----------------------------|--------------------------------------------------------------------| | |
| | **📚 Document Context** | Paste up to thousands of words—no size limits beyond text input. | | |
| | **❓ Natural Questions** | Ask anything about your document in plain English. | | |
| | **⚡ Instant Answers** | Results in <500 ms on free CPU tier—no GPUs required. | | |
| | **📈 Confidence Score** | See the model’s certainty (0–1) alongside each answer. | | |
| | **🎨 Sleek Gradio UI** | Intuitive Blocks layout with input, button, and output panel. | | |
| | **🔧 Drop-in Deployment** | Commit three files—Spaces auto-builds and hosts your demo. | | |
| --- | |
| ## 🏗️ Architecture & Workflow | |
| 1. **User pastes** document text into the **Context** box. | |
| 2. **User submits** a free-form question. | |
| 3. **`transformers` QA pipeline** (RoBERTa-SQuAD2) locates the answer span. | |
| 4. **Answer + confidence** rendered in the UI. | |
| All computation happens **locally on the Space**, ensuring **data privacy** and **zero API costs**. | |
| --- | |
| ## 🛠️ Local Development | |
| ```bash | |
| git clone https://github.com/your-username/doc-qa.git | |
| cd doc-qa | |
| python3 -m venv venv && source venv/bin/activate | |
| pip install -r requirements.txt | |
| python app.py | |
| ## Latest Update | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. - May 29, 2025 📝 | |
| - Improved handling of large documents. 🎨 - August 02, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. 📊 - August 01, 2025 📝 | |
| - Added support for multi-question inputs. ⚡ - July 31, 2025 📝 | |
| - Optimized CPU inference for faster responses. ❓ - July 30, 2025 📝 | |
| - Enhanced confidence score display. ❓ - July 29, 2025 📝 | |
| - Improved handling of large documents. 🎨 - July 28, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. - July 27, 2025 📝 | |
| - Added support for multi-question inputs. - July 26, 2025 📝 | |
| - Optimized CPU inference for faster responses. - July 25, 2025 📝 | |
| - Enhanced confidence score display. ⚡ - July 24, 2025 📝 | |
| - Improved handling of large documents. 📊 - July 23, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. 📈 - July 22, 2025 📝 | |
| - Added support for multi-question inputs. ❓ - July 20, 2025 📝 | |
| - Optimized CPU inference for faster responses. 📈 - July 19, 2025 📝 | |
| - Enhanced confidence score display. - July 18, 2025 📝 | |
| - Improved handling of large documents. 🎨 - July 17, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. - July 16, 2025 📝 | |
| - Added support for multi-question inputs. - July 15, 2025 📝 | |
| - Optimized CPU inference for faster responses. - July 11, 2025 📝 | |
| - Enhanced confidence score display. ⚡ - July 10, 2025 📝 | |
| - Improved handling of large documents. 📊 - July 09, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. ❓ - July 08, 2025 📝 | |
| - Added support for multi-question inputs. 🎨 - July 07, 2025 📝 | |
| - Optimized CPU inference for faster responses. 📈 - July 06, 2025 📝 | |
| - Enhanced confidence score display. - July 05, 2025 📝 | |
| - Improved handling of large documents. - July 04, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. 📊 - July 03, 2025 📝 | |
| - Added support for multi-question inputs. ⚡ - July 02, 2025 📝 | |
| - Optimized CPU inference for faster responses. - July 01, 2025 📝 | |
| - Enhanced confidence score display. - June 30, 2025 📝 | |
| - Improved handling of large documents. - June 29, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. - June 28, 2025 📝 | |
| - Added support for multi-question inputs. - June 27, 2025 📝 | |
| - Optimized CPU inference for faster responses. ❓ - June 26, 2025 📝 | |
| - Enhanced confidence score display. - June 25, 2025 📝 | |
| - Improved handling of large documents. ⚡ - June 24, 2025 📝 | |
| - Added support for multi-question inputs. 📊 - June 22, 2025 📝 | |
| - Optimized CPU inference for faster responses. 📈 - June 21, 2025 📝 | |
| - Enhanced confidence score display. 🎨 - June 20, 2025 📝 | |
| - Improved handling of large documents. - June 19, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. - June 18, 2025 📝 | |
| - Added support for multi-question inputs. 📈 - June 17, 2025 📝 | |
| - Optimized CPU inference for faster responses. - June 16, 2025 📝 | |
| - Enhanced confidence score display. ⚡ - June 15, 2025 📝 | |
| - Improved handling of large documents. - June 14, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. ❓ - June 13, 2025 📝 | |
| - Optimized CPU inference for faster responses. - June 11, 2025 📝 | |
| - Enhanced confidence score display. 🎨 - June 10, 2025 📝 | |
| - Improved handling of large documents. 📊 - June 09, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. 📈 - June 08, 2025 📝 | |
| - Added support for multi-question inputs. 🎨 - June 07, 2025 📝 | |
| - Optimized CPU inference for faster responses. ⚡ - June 06, 2025 📝 | |
| - Enhanced confidence score display. - June 05, 2025 📝 | |
| - Improved handling of large documents. - June 04, 2025 📝 | |
| - Upgraded RoBERTa-SQuAD2 model for better answers. ❓ - June 03, 2025 📝 | |
| - Added support for multi-question inputs. - June 02, 2025 📝 | |
| - Optimized CPU inference for faster responses. 📊 - June 01, 2025 📝 | |
| - Enhanced confidence score display. - May 31, 2025 📝 | |
| - Improved handling of large documents. - May 30, 2025 📝 | |
| **Website**: https://ghostainews.com/ | |
| **Discord**: https://discord.gg/BfA23aYz |