Force rebuild with v2.0 - Full JuriBERT features

.dockerignore

@@ -0,0 +1,8 @@
+__pycache__/
+*.pyc
+.git/
+.gitignore
+*.log
+.env
+venv/
+ENV/

README.md

@@ -8,59 +8,66 @@ pinned: true
 license: apache-2.0
 ---
 
-# SobroJuriBert - French Legal AI Assistant
+# SobroJuriBert - French Legal AI Assistant v2.0
 
 Production-ready API for French legal document analysis powered by JuriBERT.
 
-## Features
+## 🆕 Version 2.0 Features
 
-### Core Capabilities
-- **Mask Filling**: Complete masked tokens in French legal text using JuriBERT
-- **Embeddings**: Generate semantic embeddings for legal documents
-- **Named Entity Recognition**: Extract legal entities (courts, articles, parties, dates)
+### Complete JuriBERT Integration
+- **Mask Filling**: Complete masked tokens in French legal text
+- **Embeddings**: Generate 768-dimensional semantic embeddings
+- **Enhanced NER**: Extract persons, money, dates, organizations, courts, and legal references
 - **Question Answering**: Answer questions about legal documents
-- **Document Classification**: Classify legal documents by type and domain
-- **Contract Analysis**: Comprehensive contract analysis with risk assessment
-
-### Models Used
-- **JuriBERT**: French legal BERT trained on 6.3GB of Légifrance data
-- **CamemBERT-NER**: For named entity recognition
+- **Advanced Classification**: Classify documents with keyword analysis
 
 ### API Endpoints
 
-#### Text Analysis
+#### Core Analysis
 - `POST /mask-fill` - Fill [MASK] tokens in legal text
 - `POST /embeddings` - Generate text embeddings
-- `POST /ner` - Extract named entities
+- `POST /ner` - Extract named entities (enhanced)
 - `POST /qa` - Question answering
 - `POST /classify` - Document classification
-- `POST /analyze-contract` - Contract analysis
 
-## Usage
+### Entity Types Supported
+- **PER**: Persons (M. Dupont, Me Martin)
+- **MONEY**: Monetary amounts (1000€, EUR 50.000)
+- **LEGAL_REF**: Legal references (article L123-4, loi n°2024-001)
+- **DATE**: Dates in various formats
+- **ORG**: Organizations and companies
+- **COURT**: Courts and tribunals
+
+### Usage Examples
 
-### Example: Mask Filling
+#### Mask Filling
 ```python
-import requests
+POST /mask-fill
+{
+  "text": "Le contrat est [MASK] entre les parties.",
+  "top_k": 3
+}
+```
 
-response = requests.post(
-    "https://sobroinc-sobrojuribert.hf.space/mask-fill",
-    json={
-        "text": "Le contrat est signé entre les [MASK].",
-        "top_k": 3
-    }
-)
+#### Named Entity Recognition
+```python
+POST /ner
+{
+  "text": "M. Dupont a payé 15.000€ selon l'article L123-4 du Code civil le 15 janvier 2024"
+}
 ```
 
-### Example: Named Entity Recognition
+#### Question Answering
 ```python
-response = requests.post(
-    "https://sobroinc-sobrojuribert.hf.space/ner",
-    json={
-        "text": "Le Tribunal de Grande Instance de Paris a rendu sa décision le 15 janvier 2024"
-    }
-)
+POST /qa
+{
+  "context": "Le bail est signé pour une durée de 3 ans renouvelable.",
+  "question": "Quelle est la durée du bail?"
+}
 ```
 
 ## About
 Created by Sobro Inc. for French legal professionals.
-Powered by JuriBERT and state-of-the-art French NLP models.
+Powered by JuriBERT and state-of-the-art French NLP models.
+
+Version: 2.0.0 - Full JuriBERT Integration