Triple
T9446502
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sudogwon |
E227776
|
entity |
| Predicate | hasMajorTechnologyCluster |
P759
|
FINISHED |
| Object |
Pangyo Techno Valley
Pangyo Techno Valley is a major South Korean high-tech industrial and startup hub often dubbed the “Korean Silicon Valley,” known for its concentration of IT, gaming, biotech, and fintech companies.
|
E799443
|
NE FINISHED |
How this triple was built (5 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: Pangyo Techno Valley | Statement: [Sudogwon, hasMajorTechnologyCluster, Pangyo Techno Valley]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pangyo Techno Valley Context triple: [Sudogwon, hasMajorTechnologyCluster, Pangyo Techno Valley]
-
A.
Daedeok Science Town
Daedeok Science Town is a major research and development hub in South Korea, known for its concentration of high-tech industries, government research institutes, and universities.
-
B.
Namdong Industrial Complex
Namdong Industrial Complex is a major industrial park in Incheon, South Korea, hosting a wide range of manufacturing and technology-based companies.
-
C.
Cheongna International City
Cheongna International City is a planned urban and business district in Incheon, South Korea, designed as a hub for international finance, residential living, and leisure within the greater Seoul metropolitan area.
-
D.
Kangbashi New Area
Kangbashi New Area is a planned urban district in Ordos, Inner Mongolia, widely noted for its rapid development, ambitious architecture, and reputation as a modern "ghost city" due to initially low population levels.
-
E.
Knowledge Park II
Knowledge Park II is a metro station on the Noida Metro’s Aqua Line serving the Knowledge Park educational and institutional area in Greater Noida, Uttar Pradesh, India.
- 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: Pangyo Techno Valley Triple: [Sudogwon, hasMajorTechnologyCluster, Pangyo Techno Valley]
Generated description
Pangyo Techno Valley is a major South Korean high-tech industrial and startup hub often dubbed the “Korean Silicon Valley,” known for its concentration of IT, gaming, biotech, and fintech companies.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Pangyo Techno Valley Target entity description: Pangyo Techno Valley is a major South Korean high-tech industrial and startup hub often dubbed the “Korean Silicon Valley,” known for its concentration of IT, gaming, biotech, and fintech companies.
-
A.
Daedeok Science Town
Daedeok Science Town is a major research and development hub in South Korea, known for its concentration of high-tech industries, government research institutes, and universities.
-
B.
Namdong Industrial Complex
Namdong Industrial Complex is a major industrial park in Incheon, South Korea, hosting a wide range of manufacturing and technology-based companies.
-
C.
Cheongna International City
Cheongna International City is a planned urban and business district in Incheon, South Korea, designed as a hub for international finance, residential living, and leisure within the greater Seoul metropolitan area.
-
D.
Kangbashi New Area
Kangbashi New Area is a planned urban district in Ordos, Inner Mongolia, widely noted for its rapid development, ambitious architecture, and reputation as a modern "ghost city" due to initially low population levels.
-
E.
Knowledge Park II
Knowledge Park II is a metro station on the Noida Metro’s Aqua Line serving the Knowledge Park educational and institutional area in Greater Noida, Uttar Pradesh, India.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasMajorTechnologyCluster Context triple: [Sudogwon, hasMajorTechnologyCluster, Pangyo Techno Valley]
-
A.
isTechnologicalHubOf
Indicates that a location serves as a central focal point for technological activity, development, or innovation for another specified area or community.
-
B.
hasAdvancedTechnologySector
chosen
Indicates that an entity possesses or includes a developed sector focused on advanced or high-tech industries, products, or services.
-
C.
isPartOfEconomicCluster
Indicates that an entity belongs to, or is included within, a larger economic cluster or grouping based on economic relationships or activities.
-
D.
hasMajorCommercialCentre
Indicates that a place contains or hosts a primary hub of significant commercial or business activity.
-
E.
hasMajorCityOfUse
Indicates that a particular city is the primary or most significant location where something (e.g., a product, language, service) is predominantly used or applied.
- F. None of above.
Provenance (6 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_69ca8439f8bc8190997f2ef40c9f0bc2 |
completed | March 30, 2026, 2:10 p.m. |
| NER | Named-entity recognition | batch_69cd7f35394c8190aa77528dabd6139c |
completed | April 1, 2026, 8:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1106aeb708190bbbe1d05b7472194 |
completed | April 4, 2026, 1:21 p.m. |
| NEDg | Description generation | batch_69d111213e9081909865b086681d1bbd |
completed | April 4, 2026, 1:24 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d111ab40a48190bb77c1cf80ef87a8 |
completed | April 4, 2026, 1:27 p.m. |
| PD | Predicate disambiguation | batch_69cca5596ffc819097e9c8eefd4ef9b8 |
completed | April 1, 2026, 4:55 a.m. |
Created at: March 30, 2026, 7:51 p.m.