Triple
T18656393
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Frederick Chiluba |
E456075
|
entity |
| Predicate | memberOfPoliticalParty |
P10
|
FINISHED |
| Object |
Movement for Multi-Party Democracy
The Movement for Multi-Party Democracy is a Zambian political party that led the country’s transition from one-party rule to multiparty democracy in the early 1990s.
|
E1336295
|
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: Movement for Multi-Party Democracy | Statement: [Frederick Chiluba, memberOfPoliticalParty, Movement for Multi-Party Democracy]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Movement for Multi-Party Democracy Context triple: [Frederick Chiluba, memberOfPoliticalParty, Movement for Multi-Party Democracy]
-
A.
Party of Democratic Changes
The Party of Democratic Changes was a Croatian political party that emerged from the former communist ruling party during the country’s transition to multi-party democracy in the early 1990s.
-
B.
Movement for Democracy
The Movement for Democracy is a Slovak political party known for its centrist, pro-democratic stance and association with former president Ivan Gašparovič.
-
C.
Democracy and the Party System
"Democracy and the Party System" is an essay by Julius Nyerere that analyzes how democratic governance should function within a socialist, one-party political framework.
-
D.
Polyarchy: Participation and Opposition
Polyarchy: Participation and Opposition is a seminal political science book by Robert A. Dahl that develops the concept of polyarchy to analyze the conditions and institutions underpinning modern representative democracy.
-
E.
Patterns of Democracy
Patterns of Democracy is a comparative politics book by Arend Lijphart that systematically analyzes and contrasts different democratic systems around the world, especially majoritarian and consensus models.
- 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: Movement for Multi-Party Democracy Triple: [Frederick Chiluba, memberOfPoliticalParty, Movement for Multi-Party Democracy]
Generated description
The Movement for Multi-Party Democracy is a Zambian political party that led the country’s transition from one-party rule to multiparty democracy in the early 1990s.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Movement for Multi-Party Democracy Target entity description: The Movement for Multi-Party Democracy is a Zambian political party that led the country’s transition from one-party rule to multiparty democracy in the early 1990s.
-
A.
Party of Democratic Changes
The Party of Democratic Changes was a Croatian political party that emerged from the former communist ruling party during the country’s transition to multi-party democracy in the early 1990s.
-
B.
Movement for Democracy
The Movement for Democracy is a Slovak political party known for its centrist, pro-democratic stance and association with former president Ivan Gašparovič.
-
C.
Democracy and the Party System
"Democracy and the Party System" is an essay by Julius Nyerere that analyzes how democratic governance should function within a socialist, one-party political framework.
-
D.
Polyarchy: Participation and Opposition
Polyarchy: Participation and Opposition is a seminal political science book by Robert A. Dahl that develops the concept of polyarchy to analyze the conditions and institutions underpinning modern representative democracy.
-
E.
Patterns of Democracy
Patterns of Democracy is a comparative politics book by Arend Lijphart that systematically analyzes and contrasts different democratic systems around the world, especially majoritarian and consensus models.
- 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_69d8d38ea1e88190997e9b231190ba6f |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e55084ca3481909ff3fd9045f25dcd |
completed | April 19, 2026, 10 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a05172321648190bdce686bb4a2d4c2 |
completed | May 14, 2026, 12:28 a.m. |
| NEDg | Description generation | batch_6a05185f550081909a284d833f992da4 |
completed | May 14, 2026, 12:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a05190b081481909af7b7aec70d9646 |
completed | May 14, 2026, 12:36 a.m. |
Created at: April 10, 2026, 11:47 a.m.