Triple
T1670767
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | WSP Global |
E36118
|
entity |
| Predicate | acquired |
P2511
|
FINISHED |
| Object |
Louis Berger
Louis Berger was a global professional services engineering and consulting firm known for its infrastructure, development, and environmental projects worldwide.
|
E188377
|
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: Louis Berger | Statement: [WSP Global, acquired, Louis Berger]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Louis Berger Context triple: [WSP Global, acquired, Louis Berger]
-
A.
Morrison Hershfield
Morrison Hershfield is a Canadian engineering firm known for providing structural and multidisciplinary engineering services on major infrastructure and building projects.
-
B.
Charles Gwathmey
Charles Gwathmey was a prominent American modernist architect known for his influential residential designs and as a key member of the New York Five.
-
C.
John M. Dawson
John M. Dawson was a pioneering American plasma physicist renowned for his foundational contributions to plasma theory and computational plasma physics.
-
D.
Philip J. Pierre
Philip J. Pierre is a Saint Lucian politician who serves as the country’s prime minister and leader of the Saint Lucia Labour Party.
-
E.
Louis J. Gasnier
Louis J. Gasnier was a French-born film director and producer best known for his work in early silent cinema and serials, including the infamous exploitation film "Reefer Madness."
- 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: Louis Berger Triple: [WSP Global, acquired, Louis Berger]
Generated description
Louis Berger was a global professional services engineering and consulting firm known for its infrastructure, development, and environmental projects worldwide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Louis Berger Target entity description: Louis Berger was a global professional services engineering and consulting firm known for its infrastructure, development, and environmental projects worldwide.
-
A.
Morrison Hershfield
Morrison Hershfield is a Canadian engineering firm known for providing structural and multidisciplinary engineering services on major infrastructure and building projects.
-
B.
Charles Gwathmey
Charles Gwathmey was a prominent American modernist architect known for his influential residential designs and as a key member of the New York Five.
-
C.
John M. Dawson
John M. Dawson was a pioneering American plasma physicist renowned for his foundational contributions to plasma theory and computational plasma physics.
-
D.
Philip J. Pierre
Philip J. Pierre is a Saint Lucian politician who serves as the country’s prime minister and leader of the Saint Lucia Labour Party.
-
E.
Louis J. Gasnier
Louis J. Gasnier was a French-born film director and producer best known for his work in early silent cinema and serials, including the infamous exploitation film "Reefer Madness."
- 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_69a8861286808190939afff3ce8ee31e |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69aa624285bc8190a763e99e548a3294 |
completed | March 6, 2026, 5:12 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad683461ec8190b442054443c472b3 |
completed | March 8, 2026, 12:14 p.m. |
| NEDg | Description generation | batch_69ad693c04bc8190acc3566472a773f7 |
completed | March 8, 2026, 12:19 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad69b46fe88190a4dc1568cabc69b6 |
completed | March 8, 2026, 12:21 p.m. |
Created at: March 4, 2026, 7:29 p.m.