Triple

T4605861

Position	Surface form	Disambiguated ID	Type / Status
Subject	National Assembly of Zambia	`E100431`	entity
Predicate	presidingOfficerTitle	`P377`	FINISHED
Object	Speaker of the National Assembly The Speaker of the National Assembly is the chief parliamentary officer who presides over debates, maintains order, and represents the legislature in the Zambian political system.	`E456079`	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: Speaker of the National Assembly | Statement: [National Assembly of Zambia, presidingOfficerTitle, Speaker of the National Assembly]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Speaker of the National Assembly
Context triple: [National Assembly of Zambia, presidingOfficerTitle, Speaker of the National Assembly]

A. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer and highest-ranking official of Kenya’s lower house of Parliament, responsible for overseeing debates, maintaining order, and representing the Assembly.
B. Speaker of the National Assembly
The Speaker of the National Assembly is the highest-ranking officer who leads and represents Hungary’s unicameral parliament, overseeing its legislative sessions and procedures.
C. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer responsible for overseeing debates, maintaining order, and representing Botswana’s National Assembly in its official functions.
D. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer responsible for overseeing debates, maintaining order, and ensuring parliamentary rules are followed in the legislature of Saint Kitts and Nevis.
E. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer and highest-ranking official of Kuwait’s unicameral parliament, responsible for overseeing legislative sessions and representing the assembly domestically and abroad.
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: Speaker of the National Assembly
Triple: [National Assembly of Zambia, presidingOfficerTitle, Speaker of the National Assembly]

Generated description

The Speaker of the National Assembly is the chief parliamentary officer who presides over debates, maintains order, and represents the legislature in the Zambian political system.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Speaker of the National Assembly
Target entity description: The Speaker of the National Assembly is the chief parliamentary officer who presides over debates, maintains order, and represents the legislature in the Zambian political system.

A. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer responsible for overseeing debates, maintaining order, and representing Botswana’s National Assembly in its official functions.
B. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer and highest-ranking official of Kenya’s lower house of Parliament, responsible for overseeing debates, maintaining order, and representing the Assembly.
C. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer and highest authority of Pakistan’s lower house of Parliament, responsible for overseeing legislative proceedings and maintaining order and impartiality in the chamber.
D. Speaker of the National Assembly
The Speaker of the National Assembly is the presiding officer responsible for overseeing debates, maintaining order, and ensuring parliamentary rules are followed in the legislature of Saint Kitts and Nevis.
E. Speaker of the National Assembly
The Speaker of the National Assembly is the highest-ranking officer who leads and represents Hungary’s unicameral parliament, overseeing its legislative sessions and procedures.
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_69bd43cce1e08190a07d53af6a9b6c24`	completed	March 20, 2026, 12:55 p.m.
NER	Named-entity recognition	`batch_69bd599b1f0881909fd693b81ff44f98`	completed	March 20, 2026, 2:28 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bdfa6d24808190a4edc426b8b719cd`	completed	March 21, 2026, 1:54 a.m.
NEDg	Description generation	`batch_69bdfbea628c81908f96e706d650ef9f`	completed	March 21, 2026, 2:01 a.m.
NED2	Entity disambiguation (via description)	`batch_69bdfc97fc54819093e0cff18a40bde2`	completed	March 21, 2026, 2:04 a.m.

Created at: March 20, 2026, 1:12 p.m.