Triple

T12443041
Position Surface form Disambiguated ID Type / Status
Subject Lahad Datu E297322 entity
Predicate hasRoadConnection P385 FINISHED
Object Lahad Datu–Sandakan road
The Lahad Datu–Sandakan road is a major highway in Sabah, Malaysia, linking the coastal towns of Lahad Datu and Sandakan and serving as an important route for regional travel and commerce.
E984880 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: Lahad Datu–Sandakan road | Statement: [Lahad Datu, hasRoadConnection, Lahad Datu–Sandakan road]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lahad Datu–Sandakan road
Context triple: [Lahad Datu, hasRoadConnection, Lahad Datu–Sandakan road]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Pasir Gudang Highway
    Pasir Gudang Highway is a major roadway in Johor, Malaysia, that serves as a key route connecting the industrial town of Pasir Gudang with other parts of the region.
  • E. Trans-Sumatran Highway
    The Trans-Sumatran Highway is a major road corridor that spans the length of Sumatra, connecting key cities and regions across the Indonesian island to support transportation and economic activity.
  • 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: Lahad Datu–Sandakan road
Triple: [Lahad Datu, hasRoadConnection, Lahad Datu–Sandakan road]
Generated description
The Lahad Datu–Sandakan road is a major highway in Sabah, Malaysia, linking the coastal towns of Lahad Datu and Sandakan and serving as an important route for regional travel and commerce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lahad Datu–Sandakan road
Target entity description: The Lahad Datu–Sandakan road is a major highway in Sabah, Malaysia, linking the coastal towns of Lahad Datu and Sandakan and serving as an important route for regional travel and commerce.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Pasir Gudang Highway
    Pasir Gudang Highway is a major roadway in Johor, Malaysia, that serves as a key route connecting the industrial town of Pasir Gudang with other parts of the region.
  • E. Trans-Sumatran Highway
    The Trans-Sumatran Highway is a major road corridor that spans the length of Sumatra, connecting key cities and regions across the Indonesian island to support transportation and economic activity.
  • 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_69d6ada166c48190b902972cd2408fa3 completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d8fd9848190a83410353d88ea8d completed April 10, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69f63f10926881909ffc641f8d19f93a completed May 2, 2026, 6:14 p.m.
NEDg Description generation batch_69f640874a0481908d9203b48304d866 completed May 2, 2026, 6:20 p.m.
NED2 Entity disambiguation (via description) batch_69f641287f888190bc7000c256c362d3 completed May 2, 2026, 6:23 p.m.
Created at: April 8, 2026, 9:55 p.m.