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.