|
| 1 | +"""These prompts serve as defaults, and templates when you wish to override them. |
| 2 | +
|
| 3 | +LLM performance can be greatly increased by adding domain-specific examples. |
| 4 | +""" |
| 5 | + |
| 6 | +entity_extraction = """ |
| 7 | +## Examples |
| 8 | +Use the following examples to guide your work. |
| 9 | +
|
| 10 | +### Example 1: Constrained entity and relationship types: Person, Friend |
| 11 | +#### Input |
| 12 | +Alice Palace has been the CEO of MongoDB since January 1, 2018. |
| 13 | +She maintains close friendships with Jarnail Singh, whom she has known since May 1, 2019, |
| 14 | +and Jasbinder Kaur, who she has been seeing weekly since May 1, 2015. |
| 15 | +
|
| 16 | +#### Output |
| 17 | +(If `allowed_entity_types` is ["Person"] and `allowed_relationship_types` is ["Friend"]) |
| 18 | +{{ |
| 19 | + "entities": [ |
| 20 | + {{ |
| 21 | + "_id": "Alice Palace", |
| 22 | + "type": "Person", |
| 23 | + "attributes": {{ |
| 24 | + "job": ["CEO of MongoDB"], |
| 25 | + "startDate": ["2018-01-01"] |
| 26 | + }}, |
| 27 | + "relationships": {{ |
| 28 | + "targets": ["Jasbinder Kaur", "Jarnail Singh"], |
| 29 | + "types": ["Friend", "Friend"], |
| 30 | + "attributes": [ |
| 31 | + {{ "since": ["2019-05-01"] }}, |
| 32 | + {{ "since": ["2015-05-01"], "frequency": ["weekly"] }} |
| 33 | + ] |
| 34 | + }} |
| 35 | + }}, |
| 36 | + {{ |
| 37 | + "_id": "Jarnail Singh", |
| 38 | + "type": "Person", |
| 39 | + "relationships": {{ |
| 40 | + "targets": ["Alice Palace"], |
| 41 | + "types": ["Friend"], |
| 42 | + "attributes": [{{ "since": ["2019-05-01"] }}] |
| 43 | + }} |
| 44 | + }}, |
| 45 | + {{ |
| 46 | + "_id": "Jasbinder Kaur", |
| 47 | + "type": "Person", |
| 48 | + "relationships": {{ |
| 49 | + "targets": ["Alice Palace"], |
| 50 | + "types": ["Friend"], |
| 51 | + "attributes": [{{ "since": ["2015-05-01"], "frequency": ["weekly"] }}] |
| 52 | + }} |
| 53 | + }} |
| 54 | + ] |
| 55 | +}} |
| 56 | +
|
| 57 | +### Example 2: Event Extraction |
| 58 | +#### Input |
| 59 | +The 2022 OpenAI Developer Conference took place on October 10, 2022, in San Francisco. |
| 60 | +Elon Musk and Sam Altman were keynote speakers at the event. |
| 61 | +
|
| 62 | +#### Output |
| 63 | +(If `allowed_entity_types` is ["Event", "Person"] and `allowed_relationship_types` is ["Speaker"]) |
| 64 | +{{ |
| 65 | + "entities": [ |
| 66 | + {{ |
| 67 | + "_id": "2022 OpenAI Developer Conference", |
| 68 | + "type": "Event", |
| 69 | + "attributes": {{ |
| 70 | + "date": ["2022-10-10"], |
| 71 | + "location": ["San Francisco"] |
| 72 | + }}, |
| 73 | + "relationships": {{ |
| 74 | + "targets": ["Elon Musk", "Sam Altman"], |
| 75 | + "types": ["Speaker", "Speaker"] |
| 76 | + }} |
| 77 | + }}, |
| 78 | + {{ "_id": "Elon Musk", "type": "Person" }}, |
| 79 | + {{ "_id": "Sam Altman", "type": "Person" }} |
| 80 | + ] |
| 81 | +}} |
| 82 | +
|
| 83 | +### Example 3: Concept Relationship |
| 84 | +#### Input |
| 85 | +Quantum computing is a field of study that focuses on developing computers based on the principles of quantum mechanics. |
| 86 | +
|
| 87 | +#### Output |
| 88 | +(If `allowed_entity_types` is ["Concept"] and `allowed_relationship_types` is ["Based On"]) |
| 89 | +{{ |
| 90 | + "entities": [ |
| 91 | + {{ |
| 92 | + "_id": "Quantum Computing", |
| 93 | + "type": "Concept", |
| 94 | + "relationships": {{ |
| 95 | + "targets": ["Quantum Mechanics"], |
| 96 | + "types": ["Based On"] |
| 97 | + }} |
| 98 | + }}, |
| 99 | + {{ "_id": "Quantum Mechanics", "type": "Concept" }} |
| 100 | + ] |
| 101 | +}} |
| 102 | +
|
| 103 | +### Example 4: News Article |
| 104 | +#### Input |
| 105 | +On March 1, 2023, NASA successfully launched the Artemis II mission, sending astronauts to orbit the Moon. |
| 106 | +NASA Administrator Bill Nelson praised the historic achievement. |
| 107 | +
|
| 108 | +#### Output |
| 109 | +(If `allowed_entity_types` is ["Organization", "Event", "Person"] and `allowed_relationship_types` is ["Managed By", "Praised By"]) |
| 110 | +{{ |
| 111 | + "entities": [ |
| 112 | + {{ |
| 113 | + "_id": "Artemis II Mission", |
| 114 | + "type": "Event", |
| 115 | + "attributes": {{ "date": ["2023-03-01"] }}, |
| 116 | + "relationships": {{ |
| 117 | + "targets": ["NASA"], |
| 118 | + "types": ["Managed By"] |
| 119 | + }} |
| 120 | + }}, |
| 121 | + {{ |
| 122 | + "_id": "NASA", |
| 123 | + "type": "Organization" |
| 124 | + }}, |
| 125 | + {{ |
| 126 | + "_id": "Bill Nelson", |
| 127 | + "type": "Person", |
| 128 | + "relationships": {{ |
| 129 | + "targets": ["Artemis II Mission"], |
| 130 | + "types": ["Praised By"] |
| 131 | + }} |
| 132 | + }} |
| 133 | + ] |
| 134 | +}} |
| 135 | +
|
| 136 | +### Example 5: Technical Article |
| 137 | +#### Input |
| 138 | +Rust is a programming language that guarantees memory safety without requiring garbage collection. |
| 139 | +It is known for its strong ownership model, which prevents data races. |
| 140 | +
|
| 141 | +#### Output |
| 142 | +(If `allowed_entity_types` is ["Programming Language", "Concept"] and `allowed_relationship_types` is ["Ensures", "Uses"]) |
| 143 | +{{ |
| 144 | + "entities": [ |
| 145 | + {{ |
| 146 | + "_id": "Rust", |
| 147 | + "type": "Programming Language", |
| 148 | + "relationships": {{ |
| 149 | + "targets": ["Memory Safety"], |
| 150 | + "types": ["Ensures"] |
| 151 | + }} |
| 152 | + }}, |
| 153 | + {{ |
| 154 | + "_id": "Memory Safety", |
| 155 | + "type": "Concept", |
| 156 | + "relationships": {{ |
| 157 | + "targets": ["Ownership Model"], |
| 158 | + "types": ["Uses"] |
| 159 | + }} |
| 160 | + }}, |
| 161 | + {{ "_id": "Ownership Model", "type": "Concept" }} |
| 162 | + ] |
| 163 | +}} |
| 164 | +""" |
0 commit comments