Triple
T3104304
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Korat, Thailand |
E64793
|
entity |
| Predicate | historicalRegion |
P915
|
FINISHED |
| Object |
Lao–Isan cultural area
The Lao–Isan cultural area is a historical region in northeastern Thailand characterized by Lao-influenced language, traditions, and cultural practices distinct from central Thai culture.
|
E327360
|
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: Lao–Isan cultural area | Statement: [Korat, Thailand, historicalRegion, Lao–Isan cultural area]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Lao–Isan cultural area Context triple: [Korat, Thailand, historicalRegion, Lao–Isan cultural area]
-
A.
Southwestern Tai
Southwestern Tai is a branch of the Tai language family that includes major languages such as Thai and Lao, spoken primarily in mainland Southeast Asia.
-
B.
Mae Hong Son Province
Mae Hong Son Province is a mountainous, remote region in northern Thailand known for its significant Karen population, misty landscapes, and forested border with Myanmar.
-
C.
Cochinchina
Cochinchina was the southern region of Vietnam that became a French colony and later formed part of French Indochina.
-
D.
Thai Binh Province
Thai Binh Province is a coastal agricultural province in Vietnam’s Red River Delta, known especially for its rice cultivation and dense rural population.
-
E.
Western Thailand
Western Thailand is a geographic region of Thailand along the border with Myanmar, known for its mountainous terrain, border towns, and diverse ethnic communities.
- 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: Lao–Isan cultural area Triple: [Korat, Thailand, historicalRegion, Lao–Isan cultural area]
Generated description
The Lao–Isan cultural area is a historical region in northeastern Thailand characterized by Lao-influenced language, traditions, and cultural practices distinct from central Thai culture.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Lao–Isan cultural area Target entity description: The Lao–Isan cultural area is a historical region in northeastern Thailand characterized by Lao-influenced language, traditions, and cultural practices distinct from central Thai culture.
-
A.
Southwestern Tai
Southwestern Tai is a branch of the Tai language family that includes major languages such as Thai and Lao, spoken primarily in mainland Southeast Asia.
-
B.
Mae Hong Son Province
Mae Hong Son Province is a mountainous, remote region in northern Thailand known for its significant Karen population, misty landscapes, and forested border with Myanmar.
-
C.
Cochinchina
Cochinchina was the southern region of Vietnam that became a French colony and later formed part of French Indochina.
-
D.
Thai Binh Province
Thai Binh Province is a coastal agricultural province in Vietnam’s Red River Delta, known especially for its rice cultivation and dense rural population.
-
E.
Western Thailand
Western Thailand is a geographic region of Thailand along the border with Myanmar, known for its mountainous terrain, border towns, and diverse ethnic communities.
- 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_69ad857eeaf48190b34ebfdaa7a264cf |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69ada26f376c8190a049399e33314d52 |
completed | March 8, 2026, 4:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b203846a108190a97c30c463e119b1 |
completed | March 12, 2026, 12:06 a.m. |
| NEDg | Description generation | batch_69b20482147c8190852110e01c0988f3 |
completed | March 12, 2026, 12:10 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b205d86ab0819084a352c0b634a026 |
completed | March 12, 2026, 12:16 a.m. |
Created at: March 8, 2026, 3:03 p.m.