Triple
T9306236
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hub Group |
E223890
|
entity |
| Predicate | tickerSymbol |
P1447
|
FINISHED |
| Object |
HUBG
HUBG is the stock ticker symbol for Hub Group, a North American asset-light freight transportation management company specializing in intermodal, truck brokerage, and logistics services.
|
E790429
|
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: HUBG | Statement: [Hub Group, tickerSymbol, HUBG]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: HUBG Context triple: [Hub Group, tickerSymbol, HUBG]
-
A.
Hub
Hub is an industrial and commercial city in southern Pakistan, located near Karachi in the province of Balochistan.
-
B.
The Hub
The Hub was a 19th-century American periodical associated with reformist and intellectual writing, for which civil rights advocate and author Archibald Grimké contributed.
-
C.
The Hub
The Hub is a well-known nickname for Boston, Massachusetts, reflecting its historical role as a central cultural, intellectual, and political center in the United States.
-
D.
The Hub
The Hub is a secure S.H.I.E.L.D. facility featured in Marvel's Agents of S.H.I.E.L.D., serving as a major operations and logistics center for the organization.
-
E.
The Hub
The Hub is a prominent landmark and cultural venue in Edinburgh, Scotland, known for hosting arts and performance events, especially during the city's major festivals.
- 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: HUBG Triple: [Hub Group, tickerSymbol, HUBG]
Generated description
HUBG is the stock ticker symbol for Hub Group, a North American asset-light freight transportation management company specializing in intermodal, truck brokerage, and logistics services.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: HUBG Target entity description: HUBG is the stock ticker symbol for Hub Group, a North American asset-light freight transportation management company specializing in intermodal, truck brokerage, and logistics services.
-
A.
Hub
Hub is an industrial and commercial city in southern Pakistan, located near Karachi in the province of Balochistan.
-
B.
The Hub
The Hub was a 19th-century American periodical associated with reformist and intellectual writing, for which civil rights advocate and author Archibald Grimké contributed.
-
C.
The Hub
The Hub is a prominent landmark and cultural venue in Edinburgh, Scotland, known for hosting arts and performance events, especially during the city's major festivals.
-
D.
The Hub
The Hub is a secure S.H.I.E.L.D. facility featured in Marvel's Agents of S.H.I.E.L.D., serving as a major operations and logistics center for the organization.
-
E.
The Hub
The Hub is a well-known nickname for Boston, Massachusetts, reflecting its historical role as a central cultural, intellectual, and political center in the United States.
- 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_69ca8424d0f08190831e2e93c6533aeb |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cd1da7c1e08190af19169f5d806cde |
completed | April 1, 2026, 1:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d0b2735d788190bd8f963562fb85a8 |
completed | April 4, 2026, 6:40 a.m. |
| NEDg | Description generation | batch_69d0b4231b708190b8a4a342bc63e84d |
completed | April 4, 2026, 6:48 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d0b4b8131c8190b2aa8be56925b7bc |
completed | April 4, 2026, 6:50 a.m. |
Created at: March 30, 2026, 7:36 p.m.