Triple
T7676923
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Thai Route 12 |
E173884
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Thai national highway network
The Thai national highway network is an extensive system of major roads that connects cities, towns, and regions throughout Thailand, supporting both domestic transportation and international trade routes.
|
E680725
|
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: Thai national highway network | Statement: [Thai Route 12, partOf, Thai national highway network]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Thai national highway network Context triple: [Thai Route 12, partOf, Thai national highway network]
-
A.
Thai Route 12
Thai Route 12 is a major east–west highway in Thailand that spans the country from the Myanmar border near Mae Sot to the Laotian border, serving as an important transnational transport corridor.
-
B.
Asian Highway Network
The Asian Highway Network is a cooperative international road system spanning numerous countries across Asia to improve regional connectivity and promote trade and travel.
-
C.
Don Mueang Tollway
Don Mueang Tollway is an elevated expressway in Bangkok that provides a major road link between central Bangkok and Don Mueang International Airport.
-
D.
Highway 4 (Phetkasem Road)
Highway 4 (Phetkasem Road) is one of Thailand’s major national highways, running from Bangkok down the western and southern regions of the country and serving as a key route to numerous southern provinces.
-
E.
North–South Expressway network
The North–South Expressway network is Malaysia’s primary controlled-access highway system that spans the length of Peninsular Malaysia, linking major cities and border crossings, including routes to Singapore.
- 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: Thai national highway network Triple: [Thai Route 12, partOf, Thai national highway network]
Generated description
The Thai national highway network is an extensive system of major roads that connects cities, towns, and regions throughout Thailand, supporting both domestic transportation and international trade routes.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Thai national highway network Target entity description: The Thai national highway network is an extensive system of major roads that connects cities, towns, and regions throughout Thailand, supporting both domestic transportation and international trade routes.
-
A.
Thai Route 12
Thai Route 12 is a major east–west highway in Thailand that spans the country from the Myanmar border near Mae Sot to the Laotian border, serving as an important transnational transport corridor.
-
B.
Asian Highway Network
The Asian Highway Network is a cooperative international road system spanning numerous countries across Asia to improve regional connectivity and promote trade and travel.
-
C.
Don Mueang Tollway
Don Mueang Tollway is an elevated expressway in Bangkok that provides a major road link between central Bangkok and Don Mueang International Airport.
-
D.
Highway 4 (Phetkasem Road)
Highway 4 (Phetkasem Road) is one of Thailand’s major national highways, running from Bangkok down the western and southern regions of the country and serving as a key route to numerous southern provinces.
-
E.
North–South Expressway network
The North–South Expressway network is Malaysia’s primary controlled-access highway system that spans the length of Peninsular Malaysia, linking major cities and border crossings, including routes to Singapore.
- 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_69c6995703e0819081de77361b602e78 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701fbb4788190adf1e2d39be358c1 |
completed | March 27, 2026, 10:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8a240057081908826a5371ef5215b |
completed | March 29, 2026, 3:53 a.m. |
| NEDg | Description generation | batch_69c8a2d073b08190a056e23cfdf13983 |
completed | March 29, 2026, 3:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c8a37fabe481908c7da8a5d71a3f1c |
completed | March 29, 2026, 3:58 a.m. |
Created at: March 27, 2026, 4:01 p.m.