Triple
T1067207
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | University of Massachusetts Boston |
E23237
|
entity |
| Predicate | chancellor |
P325
|
FINISHED |
| Object |
Marcelo Suárez-Orozco
Marcelo Suárez-Orozco is a prominent scholar of immigration and education who serves as a higher-education leader in the United States.
|
E124694
|
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: Marcelo Suárez-Orozco | Statement: [University of Massachusetts Boston, chancellor, Marcelo Suárez-Orozco]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marcelo Suárez-Orozco Context triple: [University of Massachusetts Boston, chancellor, Marcelo Suárez-Orozco]
-
A.
Mauro F. Guillén
Mauro F. Guillén is a Spanish-American sociologist and management scholar known for his work on globalization, economic sociology, and future trends, and for holding prominent academic leadership roles at top business schools.
-
B.
Armando Hart Dávalos
Armando Hart Dávalos was a prominent Cuban revolutionary, intellectual, and politician who served as a key leader in the Cuban Revolution and later as Cuba’s Minister of Education and Minister of Culture.
-
C.
Andrea Sperling
Andrea Sperling is an American film producer known for her work on independent and art-house films, including the acclaimed romantic drama "Like Crazy."
-
D.
James Heckman
James Heckman is a Nobel Prize–winning American economist renowned for his work on econometrics and the economics of human development, particularly the importance of early childhood education and skill formation.
-
E.
Gary King
Gary King is a prominent American political scientist and quantitative methodologist at Harvard University, known for his influential work in statistical methods for social science research.
- 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: Marcelo Suárez-Orozco Triple: [University of Massachusetts Boston, chancellor, Marcelo Suárez-Orozco]
Generated description
Marcelo Suárez-Orozco is a prominent scholar of immigration and education who serves as a higher-education leader in the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marcelo Suárez-Orozco Target entity description: Marcelo Suárez-Orozco is a prominent scholar of immigration and education who serves as a higher-education leader in the United States.
-
A.
Mauro F. Guillén
Mauro F. Guillén is a Spanish-American sociologist and management scholar known for his work on globalization, economic sociology, and future trends, and for holding prominent academic leadership roles at top business schools.
-
B.
Armando Hart Dávalos
Armando Hart Dávalos was a prominent Cuban revolutionary, intellectual, and politician who served as a key leader in the Cuban Revolution and later as Cuba’s Minister of Education and Minister of Culture.
-
C.
Andrea Sperling
Andrea Sperling is an American film producer known for her work on independent and art-house films, including the acclaimed romantic drama "Like Crazy."
-
D.
James Heckman
James Heckman is a Nobel Prize–winning American economist renowned for his work on econometrics and the economics of human development, particularly the importance of early childhood education and skill formation.
-
E.
Gary King
Gary King is a prominent American political scientist and quantitative methodologist at Harvard University, known for his influential work in statistical methods for social science research.
- F. None of above. chosen
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_69a493ee1f908190992b5f0d1b04459b |
completed | March 1, 2026, 7:30 p.m. |
| NER | Named-entity recognition | batch_69a4b911f06881908659cb85ba1e05e0 |
completed | March 1, 2026, 10:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac42a51c208190a9a603100ed7f5dc |
completed | March 7, 2026, 3:22 p.m. |
| NEDg | Description generation | batch_69ac431f9ebc81908bcc9b259b2e47a8 |
completed | March 7, 2026, 3:24 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac43a2a294819095cf58c39118389f |
completed | March 7, 2026, 3:26 p.m. |
Created at: March 1, 2026, 7:42 p.m.