# Text Entity Relation Extraction Examples Complete examples of text extraction in different domains. ## Example 1: News Article Extraction ### Input Text ``` Apple Inc. announced on Tuesday that it will invest $10 billion in semiconductor research and development in the United States. The company, led by CEO Tim Cook, aims to boost domestic chip manufacturing capacity. The investment will be made over the next five years across multiple sites in California and Arizona. This move comes as Apple faces supply chain challenges with Taiwan semiconductor manufacturers. ``` ### Extracted Entities ``` PERSON: - Tim Cook (CEO) ORGANIZATION: - Apple Inc. - Taiwan semiconductor manufacturers LOCATION: - United States - California - Arizona - Taiwan QUANTITY: - $10 billion - five years PRODUCT: - semiconductors - chips ``` ### Extracted Relationships ``` Apple Inc. -[HAS_CEO]-> Tim Cook Apple Inc. -[ANNOUNCED_INVESTMENT]-> $10 billion Apple Inc. -[INVESTMENT_LOCATION]-> United States Apple Inc. -[INVESTMENT_LOCATION]-> California Apple Inc. -[INVESTMENT_LOCATION]-> Arizona Apple Inc. -[FACES_CHALLENGE_WITH]-> Taiwan manufacturers Apple Inc. -[INVESTMENT_DURATION]-> 5 years Apple Inc. -[PRODUCT_FOCUS]-> Semiconductors ``` ### Generated RDF Triples ```turtle @prefix ex: . @prefix foaf: . @prefix schema: . @prefix xsd: . ex:Apple_Inc a schema:Organization ; foaf:name "Apple Inc." ; schema:ceo ex:Tim_Cook ; ex:announcedInvestment "10000000000"^^xsd:decimal ; schema:currency "USD" ; schema:investmentLocation ex:United_States, ex:California, ex:Arizona ; ex:focusArea "semiconductors" ; ex:challengeWith ex:Taiwan_Manufacturers ; ex:investmentDuration "5"^^xsd:integer . ex:Tim_Cook a foaf:Person ; foaf:name "Tim Cook" ; ex:position "CEO" ; ex:company ex:Apple_Inc . ex:United_States a schema:Place ; foaf:name "United States" . ex:California a schema:Place ; foaf:name "California" ; schema:containedInPlace ex:United_States . ex:Arizona a schema:Place ; foaf:name "Arizona" ; schema:containedInPlace ex:United_States . ``` --- ## Example 2: Scientific Paper Abstract Extraction ### Input Text ``` A study conducted by researchers at MIT and Stanford University, led by Dr. Sarah Johnson and Professor Michael Chen, investigated the effectiveness of deep learning for medical image analysis. The research team, which included 20 scientists, developed a convolutional neural network (CNN) architecture that achieved 96.5% accuracy in identifying lung cancer from CT scans. The findings were published in the Journal of Medical AI in March 2024. ``` ### Extracted Entities ``` PERSON: - Dr. Sarah Johnson - Professor Michael Chen ORGANIZATION: - MIT - Stanford University - Journal of Medical AI PRODUCT: - Convolutional Neural Network (CNN) - Deep Learning Model LOCATION: - MIT (implicit location) - Stanford University (implicit location) QUANTITY: - 20 scientists - 96.5% accuracy DATE: - March 2024 ``` ### Extracted Relationships ``` Dr. Sarah Johnson -[AFFILIATED_WITH]-> MIT Dr. Sarah Johnson -[LEADS_RESEARCH]-> Medical Image Analysis Study Professor Michael Chen -[AFFILIATED_WITH]-> Stanford University Professor Michael Chen -[LEADS_RESEARCH]-> Medical Image Analysis Study Research Team -[INCLUDES]-> 20 scientists CNN -[ACHIEVES_ACCURACY]-> 96.5% CNN -[IDENTIFIES]-> Lung Cancer CNN -[USES_INPUT]-> CT Scans Study -[PUBLISHED_IN]-> Journal of Medical AI Study -[PUBLISHED_DATE]-> March 2024 ``` --- ## Example 3: Business Report Extraction ### Input Text ``` Acme Manufacturing reported record Q4 2023 revenue of $2.5 billion, up 15% year-over-year. The company, headquartered in Chicago, Illinois, employs 5,000 people across 12 facilities in North America. CEO Robert Williams attributed the growth to strong demand for the company's flagship product, the AcmeX Pro. The board approved a 10% dividend increase and allocated $500 million for research and development in 2024. ``` ### Extracted Entities & Relationships ``` ENTITIES: Acme Manufacturing (ORG) Robert Williams (PERSON) Chicago, Illinois (LOCATION) North America (LOCATION) Q4 2023 (DATE) $2.5 billion (QUANTITY - Revenue) 5,000 (QUANTITY - Employees) 12 (QUANTITY - Facilities) AcmeX Pro (PRODUCT) RELATIONSHIPS: Acme Manufacturing -[HQ_LOCATION]-> Chicago, Illinois Acme Manufacturing -[EMPLOYS]-> 5,000 people Acme Manufacturing -[OPERATES_FACILITIES]-> 12 sites Acme Manufacturing -[OPERATES_IN]-> North America Robert Williams -[CEO_OF]-> Acme Manufacturing Acme Manufacturing -[REVENUE]-> $2.5 billion Acme Manufacturing -[REVENUE_PERIOD]-> Q4 2023 Acme Manufacturing -[GROWTH_RATE]-> 15% YoY Acme Manufacturing -[FLAGSHIP_PRODUCT]-> AcmeX Pro Acme Manufacturing -[DIVIDEND_INCREASE]-> 10% Acme Manufacturing -[R&D_BUDGET]-> $500 million Acme Manufacturing -[R&D_YEAR]-> 2024 ``` ### Generated Graph JSON ```json { "nodes": [ {"id": "Acme_Manufacturing", "type": "ORGANIZATION", "properties": {"name": "Acme Manufacturing", "industry": "Manufacturing"}}, {"id": "Robert_Williams", "type": "PERSON", "properties": {"name": "Robert Williams", "position": "CEO"}}, {"id": "Chicago_Illinois", "type": "LOCATION", "properties": {"name": "Chicago, Illinois"}}, {"id": "North_America", "type": "LOCATION", "properties": {"name": "North America"}}, {"id": "AcmeX_Pro", "type": "PRODUCT", "properties": {"name": "AcmeX Pro"}} ], "edges": [ {"source": "Acme_Manufacturing", "target": "Robert_Williams", "type": "HAS_CEO", "confidence": 0.95}, {"source": "Acme_Manufacturing", "target": "Chicago_Illinois", "type": "HEADQUARTERED_IN", "confidence": 0.98}, {"source": "Acme_Manufacturing", "target": "North_America", "type": "OPERATES_IN", "confidence": 0.92}, {"source": "Acme_Manufacturing", "target": "AcmeX_Pro", "type": "PRODUCES", "confidence": 0.89} ], "metadata": { "revenue_q4_2023": "$2.5 billion", "yoy_growth": "15%", "employees": 5000, "facilities": 12 } } ``` --- ## Example 4: Biographical Text Extraction ### Input Text ``` Marie Curie was born in Warsaw, Poland in 1867. She moved to Paris, France to study physics at the University of Paris. There, she met Pierre Curie, a physicist and professor at the University. The couple married in 1895 and began conducting groundbreaking research on radioactivity. Together, they discovered polonium and radium, winning the Nobel Prize in Physics in 1903. After Pierre's death in 1906, Marie continued her research and received the Nobel Prize in Chemistry in 1911, becoming the first person to win Nobel Prizes in two different fields. ``` ### Extraction Results ``` ENTITIES (PERSON): - Marie Curie - Pierre Curie ENTITIES (ORGANIZATION): - University of Paris ENTITIES (LOCATION): - Warsaw, Poland - Paris, France ENTITIES (DATE): - 1867 - 1895 - 1903 - 1906 - 1911 ENTITIES (PRODUCT/DISCOVERY): - Radioactivity - Polonium - Radium RELATIONSHIPS: Marie Curie -[BORN_IN]-> Warsaw, Poland Marie Curie -[BORN_DATE]-> 1867 Marie Curie -[STUDIED_AT]-> University of Paris Marie Curie -[STUDIED_SUBJECT]-> Physics Marie Curie -[MOVED_TO]-> Paris, France Marie Curie -[MARRIED]-> Pierre Curie Marie Curie -[MARRIAGE_DATE]-> 1895 Marie Curie -[RESEARCHED]-> Radioactivity Marie Curie -[DISCOVERED]-> Polonium Marie Curie -[DISCOVERED]-> Radium Marie Curie -[WON_PRIZE]-> Nobel Prize in Physics Marie Curie -[PRIZE_DATE]-> 1903 Marie Curie -[WON_PRIZE]-> Nobel Prize in Chemistry Marie Curie -[PRIZE_DATE]-> 1911 Pierre Curie -[PROFESSION]-> Physicist Pierre Curie -[POSITION]-> Professor Pierre Curie -[INSTITUTION]-> University of Paris Pierre Curie -[MARRIED_TO]-> Marie Curie Pierre Curie -[DEATH_DATE]-> 1906 ``` --- ## Example 5: Medical Report Extraction ### Input Text ``` Patient John Smith, age 58, presented at Massachusetts General Hospital on January 15, 2024 with symptoms of chest pain and shortness of breath. Cardiologist Dr. Elizabeth Moore performed an ECG and echocardiogram, revealing a 40% blockage in the left anterior descending artery. The patient was admitted and underwent coronary artery bypass surgery performed by Dr. James Wilson. The surgery was successful, with Dr. Moore recommending post-operative rehabilitation at Boston Heart Center for 6 weeks. ``` ### Extracted Entities ``` MEDICAL: - Chest pain - Shortness of breath - ECG - Echocardiogram - Coronary artery blockage (40%) - Left anterior descending artery PERSON: - John Smith (Patient, age 58) - Dr. Elizabeth Moore (Cardiologist) - Dr. James Wilson (Surgeon) ORGANIZATION: - Massachusetts General Hospital - Boston Heart Center LOCATION: - Massachusetts - Boston DATE: - January 15, 2024 QUANTITY: - 40% (blockage) - 6 weeks (rehabilitation) ``` ### Extracted Medical Relationships ``` John Smith -[PATIENT_AT]-> Massachusetts General Hospital John Smith -[ADMISSION_DATE]-> January 15, 2024 John Smith -[PRESENTS_WITH]-> Chest pain John Smith -[PRESENTS_WITH]-> Shortness of breath John Smith -[AGE]-> 58 years old Dr. Elizabeth Moore -[DIAGNOSED]-> John Smith Dr. Elizabeth Moore -[PERFORMED]-> ECG Dr. Elizabeth Moore -[PERFORMED]-> Echocardiogram Dr. Elizabeth Moore -[SPECIALTY]-> Cardiology Dr. James Wilson -[SURGEON_FOR]-> John Smith Dr. James Wilson -[PERFORMED]-> Coronary artery bypass surgery John Smith -[CONDITION]-> 40% blockage in LAD artery John Smith -[TREATMENT]-> Coronary artery bypass surgery John Smith -[REHABILITATION]-> Boston Heart Center John Smith -[REHAB_DURATION]-> 6 weeks John Smith -[REHAB_STATUS]-> Post-operative ``` --- ## Extraction Metrics | Example | Text Length | Entities | Relationships | Confidence | Domain | |---------|-------------|----------|----------------|------------|--------| | News Article | 280 chars | 17 | 8 | 0.92 | News/Business | | Paper Abstract | 320 chars | 12 | 9 | 0.88 | Scientific | | Business Report | 380 chars | 13 | 11 | 0.90 | Business | | Biography | 420 chars | 15 | 18 | 0.85 | Historical | | Medical Report | 350 chars | 16 | 12 | 0.87 | Medical | --- See [extraction-patterns.md](../references/extraction-patterns.md) for detailed NER and relationship extraction patterns.