Triple
T4855
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bill and Melinda Gates |
E95
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Melinda French Gates
Melinda French Gates is an American philanthropist and former Microsoft executive who co-founded and long co-led the Bill & Melinda Gates Foundation, one of the world’s largest private charitable organizations.
|
E95
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Melinda French Gates | Statement: [Bill and Melinda Gates, hasMember, Melinda French Gates]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Melinda French Gates Context triple: [Bill and Melinda Gates, hasMember, Melinda French Gates]
-
A.
Bill and Melinda Gates
Bill and Melinda Gates are American philanthropists best known for founding and leading the Bill & Melinda Gates Foundation, one of the world’s largest private charitable organizations focused on global health, education, and poverty alleviation.
-
B.
Michelle Obama
Michelle Obama is an American lawyer, author, and former First Lady of the United States known for her advocacy on education, health, and military families.
-
C.
Claudine Gay
Claudine Gay is an American political scientist and academic leader who served as the 30th president of Harvard University and the first Black person to hold the position.
-
D.
Shirley Ann Jackson
Shirley Ann Jackson is an American physicist and trailblazing academic leader renowned for her pioneering research in theoretical physics and for being one of the first Black women to earn a Ph.D. from MIT.
-
E.
Margaret Carnegie Miller
Margaret Carnegie Miller was the only child of industrialist and philanthropist Andrew Carnegie, known primarily for her role as heir to his fortune and for her own philanthropic activities.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Melinda French Gates Triple: [Bill and Melinda Gates, hasMember, Melinda French Gates]
Generated description
Melinda French Gates is an American philanthropist and former Microsoft executive who co-founded and long co-led the Bill & Melinda Gates Foundation, one of the world’s largest private charitable organizations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Melinda French Gates Target entity description: Melinda French Gates is an American philanthropist and former Microsoft executive who co-founded and long co-led the Bill & Melinda Gates Foundation, one of the world’s largest private charitable organizations.
-
A.
Bill and Melinda Gates
chosen
Bill and Melinda Gates are American philanthropists best known for founding and leading the Bill & Melinda Gates Foundation, one of the world’s largest private charitable organizations focused on global health, education, and poverty alleviation.
-
B.
Michelle Obama
Michelle Obama is an American lawyer, author, and former First Lady of the United States known for her advocacy on education, health, and military families.
-
C.
Claudine Gay
Claudine Gay is an American political scientist and academic leader who served as the 30th president of Harvard University and the first Black person to hold the position.
-
D.
Shirley Ann Jackson
Shirley Ann Jackson is an American physicist and trailblazing academic leader renowned for her pioneering research in theoretical physics and for being one of the first Black women to earn a Ph.D. from MIT.
-
E.
Margaret Carnegie Miller
Margaret Carnegie Miller was the only child of industrialist and philanthropist Andrew Carnegie, known primarily for her role as heir to his fortune and for her own philanthropic activities.
- F. None of above.
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69a238d6b47881909e68288aed2fd858 |
completed | Feb. 28, 2026, 12:37 a.m. |
| NER | Named-entity recognition | batch_69a2399c646c8190b4977ed56b8835a8 |
completed | Feb. 28, 2026, 12:41 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a24e51246c819098f53258d869ecde |
completed | Feb. 28, 2026, 2:09 a.m. |
| NEDg | Description generation | batch_69a250b213c881909381abc66f5ebe68 |
completed | Feb. 28, 2026, 2:19 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a2515b915c8190b122de0025bd954f |
completed | Feb. 28, 2026, 2:22 a.m. |
Created at: Feb. 28, 2026, 12:40 a.m.