Triple
T13047293
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Isan |
E327356
|
entity |
| Predicate | hasMajorCity |
P316
|
FINISHED |
| Object |
Nong Bua Lamphu
Nong Bua Lamphu is a provincial city in northeastern Thailand known for its rural landscapes, historical sites, and role as an administrative and commercial center in the Isan region.
|
E1022750
|
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: Nong Bua Lamphu | Statement: [Isan, hasMajorCity, Nong Bua Lamphu]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nong Bua Lamphu Context triple: [Isan, hasMajorCity, Nong Bua Lamphu]
-
A.
Ban Bueng
Ban Bueng is a district-level town in eastern Thailand known for its agricultural surroundings and location within Chonburi Province.
-
B.
Laem Chabang
Laem Chabang is Thailand’s largest deep-sea commercial port and a major hub for maritime trade in Southeast Asia.
-
C.
Ko Khai
Ko Khai is a small tropical island within Thailand’s Surin Islands archipelago, known for its clear waters, coral reefs, and rich marine life.
-
D.
Phan Thong
Phan Thong is a district-level town in Thailand known for its agricultural communities and proximity to the industrial and coastal areas of Chonburi Province.
-
E.
Suphan Buri
Suphan Buri is a province in central Thailand known for its rich history, traditional culture, and agricultural landscapes.
- 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: Nong Bua Lamphu Triple: [Isan, hasMajorCity, Nong Bua Lamphu]
Generated description
Nong Bua Lamphu is a provincial city in northeastern Thailand known for its rural landscapes, historical sites, and role as an administrative and commercial center in the Isan region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nong Bua Lamphu Target entity description: Nong Bua Lamphu is a provincial city in northeastern Thailand known for its rural landscapes, historical sites, and role as an administrative and commercial center in the Isan region.
-
A.
Ban Bueng
Ban Bueng is a district-level town in eastern Thailand known for its agricultural surroundings and location within Chonburi Province.
-
B.
Laem Chabang
Laem Chabang is Thailand’s largest deep-sea commercial port and a major hub for maritime trade in Southeast Asia.
-
C.
Ko Khai
Ko Khai is a small tropical island within Thailand’s Surin Islands archipelago, known for its clear waters, coral reefs, and rich marine life.
-
D.
Phan Thong
Phan Thong is a district-level town in Thailand known for its agricultural communities and proximity to the industrial and coastal areas of Chonburi Province.
-
E.
Suphan Buri
Suphan Buri is a province in central Thailand known for its rich history, traditional culture, and agricultural landscapes.
- 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_69d8076e64308190904fb5c93517c901 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d9805125e481908ed56f708de98a9e |
completed | April 10, 2026, 10:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6e26c1f0081908100cae2cf39ac90 |
completed | May 3, 2026, 5:51 a.m. |
| NEDg | Description generation | batch_69f6e42cd5408190b687dfae73e2a720 |
completed | May 3, 2026, 5:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6e5293ee481908d9a90266ac5c3e6 |
completed | May 3, 2026, 6:03 a.m. |
Created at: April 9, 2026, 8:57 p.m.