Triple
T1333200
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Southern Thailand |
E28689
|
entity |
| Predicate | hasMajorCity |
P316
|
FINISHED |
| Object |
Songkhla
Songkhla is a historic coastal city in southern Thailand known for its fishing industry, cultural heritage, and role as a regional economic and educational center.
|
E151100
|
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: Songkhla | Statement: [Southern Thailand, hasMajorCity, Songkhla]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Songkhla Context triple: [Southern Thailand, hasMajorCity, Songkhla]
-
A.
Krabi
Krabi is a coastal province in southern Thailand renowned for its dramatic limestone cliffs, clear turquoise waters, and island-hopping beaches like Railay and the Phi Phi Islands.
-
B.
southern Thailand
Southern Thailand is the culturally diverse, predominantly Malay-influenced southern region of Thailand, known for its tropical coasts, Islamic heritage, and proximity to Malaysia.
-
C.
Korat, Thailand
Korat, Thailand—formally known as Nakhon Ratchasima—is a major city in northeastern Thailand that serves as a regional economic and transportation hub.
-
D.
Pattaya
Pattaya is a major Thai coastal city known for its vibrant nightlife, beaches, and role as a leading international tourist resort.
-
E.
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.
- 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: Songkhla Triple: [Southern Thailand, hasMajorCity, Songkhla]
Generated description
Songkhla is a historic coastal city in southern Thailand known for its fishing industry, cultural heritage, and role as a regional economic and educational center.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Songkhla Target entity description: Songkhla is a historic coastal city in southern Thailand known for its fishing industry, cultural heritage, and role as a regional economic and educational center.
-
A.
Krabi
Krabi is a coastal province in southern Thailand renowned for its dramatic limestone cliffs, clear turquoise waters, and island-hopping beaches like Railay and the Phi Phi Islands.
-
B.
southern Thailand
Southern Thailand is the culturally diverse, predominantly Malay-influenced southern region of Thailand, known for its tropical coasts, Islamic heritage, and proximity to Malaysia.
-
C.
Korat, Thailand
Korat, Thailand—formally known as Nakhon Ratchasima—is a major city in northeastern Thailand that serves as a regional economic and transportation hub.
-
D.
Pattaya
Pattaya is a major Thai coastal city known for its vibrant nightlife, beaches, and role as a leading international tourist resort.
-
E.
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.
- 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_69a498561a508190a3e1bc137c2b866a |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c1e98900819092c54c0fb58b958a |
completed | March 1, 2026, 10:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69acbf383b24819092acd076130ca5c0 |
completed | March 8, 2026, 12:13 a.m. |
| NEDg | Description generation | batch_69acbf77a3748190a510ea10d8ae4373 |
completed | March 8, 2026, 12:14 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69acbfe5eae88190ba65808402ada37f |
completed | March 8, 2026, 12:16 a.m. |
Created at: March 1, 2026, 7:55 p.m.