Triple
T9012947
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kajang |
E215518
|
entity |
| Predicate | federalConstituency |
P49098
|
FINISHED |
| Object | Bangi (formerly Hulu Langat) federal constituency |
E742041
|
NE FINISHED |
How this triple was built (2 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: Bangi (formerly Hulu Langat) federal constituency | Statement: [Kajang, federalConstituency, Bangi (formerly Hulu Langat) federal constituency]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bangi (formerly Hulu Langat) federal constituency Context triple: [Kajang, federalConstituency, Bangi (formerly Hulu Langat) federal constituency]
-
A.
Hulu Langat District
chosen
Hulu Langat District is an administrative district in the state of Selangor, Malaysia, known for its rapidly urbanizing towns, hilly landscapes, and proximity to the Kuala Lumpur metropolitan area.
-
B.
Labuan federal constituency
Labuan federal constituency is a Malaysian electoral district represented in the Dewan Rakyat, covering the Federal Territory of Labuan.
-
C.
Kuala Langat District
Kuala Langat District is an administrative district in the state of Selangor, Malaysia, known for its coastal areas along the Straits of Malacca and a mix of rural settlements, plantations, and growing urban development.
-
D.
Subang (federal constituency)
Subang (federal constituency) is a parliamentary electoral district in Selangor, Malaysia, represented in the Dewan Rakyat and encompassing the urban area around Subang Jaya.
-
E.
Kuala Pilah District
Kuala Pilah District is an inland administrative district in the Malaysian state of Negeri Sembilan, known for its traditional Minangkabau cultural heritage and rural landscapes.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ca83a2bf088190986ee7a8eb90407d |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc69f96980819093bfc49d48570c65 |
completed | April 1, 2026, 12:42 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfdba11a6481909cac624530a77ffe |
completed | April 3, 2026, 3:24 p.m. |
Created at: March 30, 2026, 7:06 p.m.