Triple
T9012931
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kajang |
E215518
|
entity |
| Predicate | traversedBy |
P225
|
FINISHED |
| Object |
Kajang–Seremban Highway (LEKAS)
Kajang–Seremban Highway (LEKAS) is a major expressway in Malaysia that connects the town of Kajang in Selangor to Seremban in Negeri Sembilan, easing traffic congestion and providing an alternative route to the North–South Expressway.
|
E774259
|
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: Kajang–Seremban Highway (LEKAS) | Statement: [Kajang, traversedBy, Kajang–Seremban Highway (LEKAS)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kajang–Seremban Highway (LEKAS) Context triple: [Kajang, traversedBy, Kajang–Seremban Highway (LEKAS)]
-
A.
Cheras–Kajang Expressway
The Cheras–Kajang Expressway is a major highway in the Klang Valley region of Malaysia that connects the suburbs of Cheras and Kajang to Kuala Lumpur, helping to ease traffic congestion and improve regional accessibility.
-
B.
Seremban–Port Dickson Highway
The Seremban–Port Dickson Highway is a major expressway in Negeri Sembilan, Malaysia, connecting the inland town of Seremban with the coastal resort area of Port Dickson.
-
C.
Putrajaya–Cyberjaya Expressway
The Putrajaya–Cyberjaya Expressway is a major Malaysian expressway that links the federal administrative capital Putrajaya with the multimedia hub Cyberjaya and connects to surrounding areas in Selangor.
-
D.
South Klang Valley Expressway
The South Klang Valley Expressway is a major Malaysian highway that serves as a key orbital route around the southern Klang Valley, linking townships such as Putrajaya, Kajang, and Banting while easing congestion on other primary expressways.
-
E.
Shah Alam Expressway
The Shah Alam Expressway is a major controlled-access highway in the Klang Valley region of Malaysia that facilitates east–west travel between Klang and other key urban centers.
- 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: Kajang–Seremban Highway (LEKAS) Triple: [Kajang, traversedBy, Kajang–Seremban Highway (LEKAS)]
Generated description
Kajang–Seremban Highway (LEKAS) is a major expressway in Malaysia that connects the town of Kajang in Selangor to Seremban in Negeri Sembilan, easing traffic congestion and providing an alternative route to the North–South Expressway.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kajang–Seremban Highway (LEKAS) Target entity description: Kajang–Seremban Highway (LEKAS) is a major expressway in Malaysia that connects the town of Kajang in Selangor to Seremban in Negeri Sembilan, easing traffic congestion and providing an alternative route to the North–South Expressway.
-
A.
Cheras–Kajang Expressway
The Cheras–Kajang Expressway is a major highway in the Klang Valley region of Malaysia that connects the suburbs of Cheras and Kajang to Kuala Lumpur, helping to ease traffic congestion and improve regional accessibility.
-
B.
Seremban–Port Dickson Highway
The Seremban–Port Dickson Highway is a major expressway in Negeri Sembilan, Malaysia, connecting the inland town of Seremban with the coastal resort area of Port Dickson.
-
C.
Putrajaya–Cyberjaya Expressway
The Putrajaya–Cyberjaya Expressway is a major Malaysian expressway that links the federal administrative capital Putrajaya with the multimedia hub Cyberjaya and connects to surrounding areas in Selangor.
-
D.
South Klang Valley Expressway
The South Klang Valley Expressway is a major Malaysian highway that serves as a key orbital route around the southern Klang Valley, linking townships such as Putrajaya, Kajang, and Banting while easing congestion on other primary expressways.
-
E.
Shah Alam Expressway
The Shah Alam Expressway is a major controlled-access highway in the Klang Valley region of Malaysia that facilitates east–west travel between Klang and other key urban centers.
- 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_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_69cfeb671e488190920fb1780e4ad48d |
completed | April 3, 2026, 4:31 p.m. |
| NEDg | Description generation | batch_69cfedb37584819083038f1498b00886 |
completed | April 3, 2026, 4:41 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfee063adc8190a1f2bd447f137e56 |
completed | April 3, 2026, 4:42 p.m. |
Created at: March 30, 2026, 7:06 p.m.