Triple

T11555991

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ghana Immigration Service	`E274018`	entity
Predicate	cooperatesWith	`P435`	FINISHED
Object	Ghana Revenue Authority (Customs Division) The Ghana Revenue Authority (Customs Division) is the national customs administration responsible for regulating and facilitating international trade, collecting import and export duties, and enforcing customs laws and border controls in Ghana.	`E932922`	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: Ghana Revenue Authority (Customs Division) | Statement: [Ghana Immigration Service, cooperatesWith, Ghana Revenue Authority (Customs Division)]

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

Target entity: Ghana Revenue Authority (Customs Division)
Context triple: [Ghana Immigration Service, cooperatesWith, Ghana Revenue Authority (Customs Division)]

A. Ghana Ports and Harbours Authority
The Ghana Ports and Harbours Authority is the state agency responsible for managing and regulating Ghana’s seaports and related maritime infrastructure.
B. Ghana Immigration Service
The Ghana Immigration Service is the state agency responsible for regulating immigration, enforcing border control, and managing the entry and residence of foreigners in Ghana.
C. Ministry of Finance of Ghana
The Ministry of Finance of Ghana is the central government body responsible for managing the country’s public finances, including budgeting, economic policy, and financial regulation.
D. Directorate General of Audit (Customs)
The Directorate General of Audit (Customs) is a specialized arm of Indian Customs responsible for overseeing and conducting audits to ensure compliance, revenue protection, and procedural efficiency in customs operations.
E. Kenya Revenue Authority
The Kenya Revenue Authority is the national government agency responsible for assessing, collecting, and accounting for tax revenues in Kenya.
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: Ghana Revenue Authority (Customs Division)
Triple: [Ghana Immigration Service, cooperatesWith, Ghana Revenue Authority (Customs Division)]

Generated description

The Ghana Revenue Authority (Customs Division) is the national customs administration responsible for regulating and facilitating international trade, collecting import and export duties, and enforcing customs laws and border controls in Ghana.

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

Target entity: Ghana Revenue Authority (Customs Division)
Target entity description: The Ghana Revenue Authority (Customs Division) is the national customs administration responsible for regulating and facilitating international trade, collecting import and export duties, and enforcing customs laws and border controls in Ghana.

A. Ghana Ports and Harbours Authority
The Ghana Ports and Harbours Authority is the state agency responsible for managing and regulating Ghana’s seaports and related maritime infrastructure.
B. Ghana Immigration Service
The Ghana Immigration Service is the state agency responsible for regulating immigration, enforcing border control, and managing the entry and residence of foreigners in Ghana.
C. Ministry of Finance of Ghana
The Ministry of Finance of Ghana is the central government body responsible for managing the country’s public finances, including budgeting, economic policy, and financial regulation.
D. Directorate General of Audit (Customs)
The Directorate General of Audit (Customs) is a specialized arm of Indian Customs responsible for overseeing and conducting audits to ensure compliance, revenue protection, and procedural efficiency in customs operations.
E. Kenya Revenue Authority
The Kenya Revenue Authority is the national government agency responsible for assessing, collecting, and accounting for tax revenues in Kenya.
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_69d6aae4dfa48190a3ab0b19a159a3c5`	completed	April 8, 2026, 7:22 p.m.
NER	Named-entity recognition	`batch_69d88a86be308190973fea5d7db8ba9d`	completed	April 10, 2026, 5:28 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69e6e865c3008190bc2f04a1048f2fed`	completed	April 21, 2026, 3 a.m.
NEDg	Description generation	`batch_69e6ef93e7d88190af3853b82de23c1b`	completed	April 21, 2026, 3:31 a.m.
NED2	Entity disambiguation (via description)	`batch_69e6f9144afc819081ee7f78e32ad39a`	completed	April 21, 2026, 4:12 a.m.

Created at: April 8, 2026, 9:37 p.m.