Triple
T7942275
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | AECOM |
E184417
|
entity |
| Predicate | hasPredecessor |
P97
|
FINISHED |
| Object |
Ashland Technology Corporation (AECOM’s original corporate structure components)
Ashland Technology Corporation was an early corporate predecessor that formed part of the original organizational structure from which the global infrastructure and engineering firm AECOM later emerged.
|
E697282
|
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: Ashland Technology Corporation (AECOM’s original corporate structure components) | Statement: [AECOM, hasPredecessor, Ashland Technology Corporation (AECOM’s original corporate structure components)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ashland Technology Corporation (AECOM’s original corporate structure components) Context triple: [AECOM, hasPredecessor, Ashland Technology Corporation (AECOM’s original corporate structure components)]
-
A.
AECOM
AECOM is a global infrastructure consulting firm that provides architecture, engineering, construction management, and related professional services for large-scale public and private projects.
-
B.
CH2M Hill
CH2M Hill was a global engineering and construction firm known for its large-scale infrastructure, environmental, and transportation projects.
-
C.
Aurecon
Aurecon is a global engineering, design, and advisory company known for delivering complex infrastructure and building projects across sectors such as transport, energy, and urban development.
-
D.
Environmental Tectonics Corporation
Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
-
E.
HNTB
HNTB is a prominent American architecture, engineering, and planning firm known for designing major sports venues and transportation infrastructure projects.
- 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: Ashland Technology Corporation (AECOM’s original corporate structure components) Triple: [AECOM, hasPredecessor, Ashland Technology Corporation (AECOM’s original corporate structure components)]
Generated description
Ashland Technology Corporation was an early corporate predecessor that formed part of the original organizational structure from which the global infrastructure and engineering firm AECOM later emerged.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ashland Technology Corporation (AECOM’s original corporate structure components) Target entity description: Ashland Technology Corporation was an early corporate predecessor that formed part of the original organizational structure from which the global infrastructure and engineering firm AECOM later emerged.
-
A.
AECOM
AECOM is a global infrastructure consulting firm that provides architecture, engineering, construction management, and related professional services for large-scale public and private projects.
-
B.
CH2M Hill
CH2M Hill was a global engineering and construction firm known for its large-scale infrastructure, environmental, and transportation projects.
-
C.
Aurecon
Aurecon is a global engineering, design, and advisory company known for delivering complex infrastructure and building projects across sectors such as transport, energy, and urban development.
-
D.
Environmental Tectonics Corporation
Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
-
E.
HNTB
HNTB is a prominent American architecture, engineering, and planning firm known for designing major sports venues and transportation infrastructure projects.
- 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_69ca8291c2008190b1b8832c87814bcf |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb3b0c16b8819093c5d1719cd65ee3 |
completed | March 31, 2026, 3:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb5c1265008190a97ccedf92f9234e |
completed | March 31, 2026, 5:30 a.m. |
| NEDg | Description generation | batch_69cb5f23d11c8190a29f28337f1db419 |
completed | March 31, 2026, 5:44 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cb76d2dff8819085ad9e10baad1537 |
completed | March 31, 2026, 7:25 a.m. |
Created at: March 30, 2026, 5:09 p.m.