Triple

T10792884
Position Surface form Disambiguated ID Type / Status
Subject Kulim E254626 entity
Predicate transportConnection P1298 FINISHED
Object Butterworth–Kulim Expressway
The Butterworth–Kulim Expressway is a major Malaysian highway linking the town of Kulim in Kedah to the coastal area of Butterworth in Penang, facilitating regional travel and commerce.
E887951 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: Butterworth–Kulim Expressway | Statement: [Kulim, transportConnection, Butterworth–Kulim Expressway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Butterworth–Kulim Expressway
Context triple: [Kulim, transportConnection, Butterworth–Kulim Expressway]
  • A. 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.
  • B. 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.
  • C. Damansara–Puchong Expressway
    The Damansara–Puchong Expressway is a major urban highway in the Klang Valley region of Malaysia that connects several key suburbs and helps alleviate traffic congestion between Petaling Jaya, Puchong, and surrounding areas.
  • D. Kuantan Bypass
    Kuantan Bypass is a major roadway that diverts through-traffic around the city of Kuantan in Malaysia to ease congestion and improve regional connectivity.
  • E. 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.
  • 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: Butterworth–Kulim Expressway
Triple: [Kulim, transportConnection, Butterworth–Kulim Expressway]
Generated description
The Butterworth–Kulim Expressway is a major Malaysian highway linking the town of Kulim in Kedah to the coastal area of Butterworth in Penang, facilitating regional travel and commerce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Butterworth–Kulim Expressway
Target entity description: The Butterworth–Kulim Expressway is a major Malaysian highway linking the town of Kulim in Kedah to the coastal area of Butterworth in Penang, facilitating regional travel and commerce.
  • A. 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.
  • B. 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.
  • C. Damansara–Puchong Expressway
    The Damansara–Puchong Expressway is a major urban highway in the Klang Valley region of Malaysia that connects several key suburbs and helps alleviate traffic congestion between Petaling Jaya, Puchong, and surrounding areas.
  • D. Kuantan Bypass
    Kuantan Bypass is a major roadway that diverts through-traffic around the city of Kuantan in Malaysia to ease congestion and improve regional connectivity.
  • E. 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.
  • 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_69d6aa609f008190a294200aefcb7bd5 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d732f7ad408190af4727dd9d459498 completed April 9, 2026, 5:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69de84f1fdfc8190a31a13ae434e56c1 completed April 14, 2026, 6:18 p.m.
NEDg Description generation batch_69de8e6f3fac8190bcd1675978d6d6d7 completed April 14, 2026, 6:58 p.m.
NED2 Entity disambiguation (via description) batch_69de8fa679cc81909cb51035e5403ce9 completed April 14, 2026, 7:04 p.m.
Created at: April 8, 2026, 9:17 p.m.