Triple
T7560160
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Central Thailand (administrative grouping with Chonburi) |
E178772
|
entity |
| Predicate | includesMajorCoastalCities |
P48746
|
FINISHED |
| Object | Pattaya |
E34008
|
NE FINISHED |
How this triple was built (3 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: Pattaya | Statement: [Central Thailand (administrative grouping with Chonburi), includesMajorCoastalCities, Pattaya]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pattaya Context triple: [Central Thailand (administrative grouping with Chonburi), includesMajorCoastalCities, Pattaya]
-
A.
Pattaya
chosen
Pattaya is a major Thai coastal city known for its vibrant nightlife, beaches, and role as a leading international tourist resort.
-
B.
Hua Hin
Hua Hin is a popular seaside resort town on the Gulf of Thailand, known for its beaches, royal residences, and relaxed coastal atmosphere.
-
C.
Hat Yai
Hat Yai is a major commercial and transportation hub city in southern Thailand, known for its bustling markets and proximity to the Malaysian border.
-
D.
Phuket
Phuket is Thailand’s largest island and a major beach and resort destination in the Andaman Sea, renowned for its vibrant nightlife, coastal scenery, and role as a hub for cultural festivals and tourism.
-
E.
Bangkok
Bangkok is the vibrant capital and largest city of Thailand, known for its bustling street life, ornate temples, and role as a major economic and cultural hub in Southeast Asia.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: includesMajorCoastalCities Context triple: [Central Thailand (administrative grouping with Chonburi), includesMajorCoastalCities, Pattaya]
-
A.
includesCoastalTown
chosen
Indicates that a geographic area or region contains at least one town located on or directly adjacent to a coastline.
-
B.
isCoastalCityLocality
Indicates that a city or locality is situated on or very near a sea or ocean coastline.
-
C.
hasFamousCoastalRegion
Indicates that an entity possesses or is associated with a well-known coastal area or shoreline region.
-
D.
isCoastalCityCodeFor
Indicates that a given code uniquely identifies a city that is located on or near a coast.
-
E.
isCoastalCitySuburb
Indicates that a suburb is located within or adjacent to a city that lies on a coastline, functioning as a suburban area of that coastal city.
- F. None of above.
Provenance (4 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_69c69f2da22c8190a50942ac20af70e8 |
completed | March 27, 2026, 3:15 p.m. |
| NER | Named-entity recognition | batch_69c6f8dd96488190b4cca25ae8f7f95c |
completed | March 27, 2026, 9:38 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c91b1532808190a0b85fa98ef24cfa |
completed | March 29, 2026, 12:29 p.m. |
| PD | Predicate disambiguation | batch_69c6f4dc485c819080da13e3b7f4f08f |
completed | March 27, 2026, 9:21 p.m. |
Created at: March 27, 2026, 3:50 p.m.