Triple
T748675
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Williams College |
E15397
|
entity |
| Predicate | hasGraduateProgram |
P11108
|
FINISHED |
| Object |
Center for Development Economics
The Center for Development Economics is a graduate program at Williams College focused on training economists and policymakers to address economic development challenges in low- and middle-income countries.
|
E88976
|
NE FINISHED |
How this triple was built (5 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: Center for Development Economics | Statement: [Williams College, hasGraduateProgram, Center for Development Economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Center for Development Economics Context triple: [Williams College, hasGraduateProgram, Center for Development Economics]
-
A.
Harvard Center for Population and Development Studies
The Harvard Center for Population and Development Studies is a Harvard research center that investigates global population health, demographic change, and social determinants of health to inform policy and improve well-being worldwide.
-
B.
African Institute for Economic Development and Planning
The African Institute for Economic Development and Planning is a specialized training and research institution that builds economic management and development planning capacity for African countries under the auspices of the United Nations.
-
C.
Abdul Latif Jameel Poverty Action Lab
Abdul Latif Jameel Poverty Action Lab (J-PAL) is a global research center that conducts randomized evaluations to inform and promote evidence-based policies aimed at reducing poverty.
-
D.
Global Development and Population Program
The Global Development and Population Program is a Hewlett Foundation initiative that supports evidence-based policies and organizations working to reduce poverty, improve governance, and advance reproductive health and rights worldwide.
-
E.
Fisher Center for Real Estate & Urban Economics
The Fisher Center for Real Estate & Urban Economics is a leading academic research and education center focused on real estate markets, urban economics, and related public policy, based at the University of California, Berkeley.
- 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: Center for Development Economics Triple: [Williams College, hasGraduateProgram, Center for Development Economics]
Generated description
The Center for Development Economics is a graduate program at Williams College focused on training economists and policymakers to address economic development challenges in low- and middle-income countries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Center for Development Economics Target entity description: The Center for Development Economics is a graduate program at Williams College focused on training economists and policymakers to address economic development challenges in low- and middle-income countries.
-
A.
Harvard Center for Population and Development Studies
The Harvard Center for Population and Development Studies is a Harvard research center that investigates global population health, demographic change, and social determinants of health to inform policy and improve well-being worldwide.
-
B.
African Institute for Economic Development and Planning
The African Institute for Economic Development and Planning is a specialized training and research institution that builds economic management and development planning capacity for African countries under the auspices of the United Nations.
-
C.
Abdul Latif Jameel Poverty Action Lab
Abdul Latif Jameel Poverty Action Lab (J-PAL) is a global research center that conducts randomized evaluations to inform and promote evidence-based policies aimed at reducing poverty.
-
D.
Global Development and Population Program
The Global Development and Population Program is a Hewlett Foundation initiative that supports evidence-based policies and organizations working to reduce poverty, improve governance, and advance reproductive health and rights worldwide.
-
E.
Fisher Center for Real Estate & Urban Economics
The Fisher Center for Real Estate & Urban Economics is a leading academic research and education center focused on real estate markets, urban economics, and related public policy, based at the University of California, Berkeley.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasGraduateProgram Context triple: [Williams College, hasGraduateProgram, Center for Development Economics]
-
A.
hasDoctoralProgram
Indicates that an institution or academic unit offers and administers a doctoral-level degree program.
-
B.
hasGraduateDivision
chosen
Indicates that an institution or academic unit possesses an official graduate-level division or administrative body responsible for graduate programs.
-
C.
hasDoctoralPrograms
Indicates that an institution offers one or more doctoral-level academic degree programs.
-
D.
hasEducationalProgram
Indicates that an entity offers, runs, or is associated with a specific educational program.
-
E.
hasDegree
Indicates that an entity possesses or has been awarded a specific academic or professional degree.
- F. None of above.
Provenance (6 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_69a49358aa308190adbc9b5a0a2adcf9 |
completed | March 1, 2026, 7:28 p.m. |
| NER | Named-entity recognition | batch_69a4a62f31888190b80cb0a7220f8d80 |
completed | March 1, 2026, 8:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a654e8d80481908505896fb6ead36b |
completed | March 3, 2026, 3:26 a.m. |
| NEDg | Description generation | batch_69a655c79044819098e36081b754c9be |
completed | March 3, 2026, 3:30 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a65638cd5881908b421d9d8a90291b |
completed | March 3, 2026, 3:32 a.m. |
| PD | Predicate disambiguation | batch_69a4a5004f708190a984ee221716e19c |
completed | March 1, 2026, 8:43 p.m. |
Created at: March 1, 2026, 7:37 p.m.