Triple

T10792894
Position Surface form Disambiguated ID Type / Status
Subject Kulim E254626 entity
Predicate roadNetwork P385 FINISHED
Object Federal Route 4
Federal Route 4 is a major federal highway in northern Peninsular Malaysia that serves as a key east–west corridor connecting towns such as Kulim to other regions.
 E887952 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: Federal Route 4 | Statement: [Kulim, roadNetwork, Federal Route 4]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Federal Route 4
Context triple: [Kulim, roadNetwork, Federal Route 4]
  • A. Federal Route 7
    Federal Route 7 is a major federal road in Malaysia that serves as an important link between towns in Perlis, including the royal capital Arau, and other parts of the northern region.
  • B. Federal Route 51
    Federal Route 51 is a Malaysian federal road that serves as a key connector between the town of Kuala Pilah and other parts of the region.
  • C. Federal Route 9
    Federal Route 9 is a Malaysian federal road that serves as a key inland link connecting Kuala Pilah to other towns in Peninsular Malaysia.
  • D. Federal Route 15
    Federal Route 15 is a Malaysian federal road that serves as a key connector to the town of Arau in Perlis.
  • E. Federal Route 67
    Federal Route 67 is a Malaysian federal road that serves as a key connector to the town of Kulim in Kedah.
  • 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: Federal Route 4
Triple: [Kulim, roadNetwork, Federal Route 4]
Generated description
Federal Route 4 is a major federal highway in northern Peninsular Malaysia that serves as a key east–west corridor connecting towns such as Kulim to other regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Federal Route 4
Target entity description: Federal Route 4 is a major federal highway in northern Peninsular Malaysia that serves as a key east–west corridor connecting towns such as Kulim to other regions.
  • A. Federal Route 7
    Federal Route 7 is a major federal road in Malaysia that serves as an important link between towns in Perlis, including the royal capital Arau, and other parts of the northern region.
  • B. Federal Route 51
    Federal Route 51 is a Malaysian federal road that serves as a key connector between the town of Kuala Pilah and other parts of the region.
  • C. Federal Route 9
    Federal Route 9 is a Malaysian federal road that serves as a key inland link connecting Kuala Pilah to other towns in Peninsular Malaysia.
  • D. Federal Route 15
    Federal Route 15 is a Malaysian federal road that serves as a key connector to the town of Arau in Perlis.
  • E. Federal Route 67
    Federal Route 67 is a Malaysian federal road that serves as a key connector to the town of Kulim in Kedah.
  • 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.