Triple
T4559654
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shameless (U.S. TV series) |
E120561
|
entity |
| Predicate | protagonistFamily |
P27815
|
FINISHED |
| Object |
Gallagher family
The Gallagher family is the chaotic, fiercely loyal, and chronically dysfunctional working-class clan at the center of the U.S. television series "Shameless."
|
E452246
|
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: Gallagher family | Statement: [Shameless (U.S. TV series), protagonistFamily, Gallagher family]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gallagher family Context triple: [Shameless (U.S. TV series), protagonistFamily, Gallagher family]
-
A.
Walsh family
The Walsh family is a prominent fictional family featured in the long-running American soap opera "As the World Turns."
-
B.
FitzGerald family
The FitzGerald family is a prominent Anglo-Norman dynasty in Ireland historically known as the Earls of Kildare and Desmond, influential in Irish politics and society from the medieval period onward.
-
C.
Fitzpatrick dynasty
The Fitzpatrick dynasty is an Irish noble lineage of Gaelic origin that historically ruled the kingdom of Ossory and later became prominent landowners and peers under English and British rule.
-
D.
Cullen family
The Cullen family is a coven of vegetarian vampires central to the Twilight Saga, known for their close-knit, quasi-human lifestyle and key roles in the series’ romantic and supernatural conflicts.
-
E.
Gordon family
The Gordon family is a prominent Scottish noble lineage historically headed by the Marquess of Huntly and influential in the politics and society of northeast Scotland.
- 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: Gallagher family Triple: [Shameless (U.S. TV series), protagonistFamily, Gallagher family]
Generated description
The Gallagher family is the chaotic, fiercely loyal, and chronically dysfunctional working-class clan at the center of the U.S. television series "Shameless."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Gallagher family Target entity description: The Gallagher family is the chaotic, fiercely loyal, and chronically dysfunctional working-class clan at the center of the U.S. television series "Shameless."
-
A.
Walsh family
The Walsh family is a prominent fictional family featured in the long-running American soap opera "As the World Turns."
-
B.
FitzGerald family
The FitzGerald family is a prominent Anglo-Norman dynasty in Ireland historically known as the Earls of Kildare and Desmond, influential in Irish politics and society from the medieval period onward.
-
C.
Fitzpatrick dynasty
The Fitzpatrick dynasty is an Irish noble lineage of Gaelic origin that historically ruled the kingdom of Ossory and later became prominent landowners and peers under English and British rule.
-
D.
Cullen family
The Cullen family is a coven of vegetarian vampires central to the Twilight Saga, known for their close-knit, quasi-human lifestyle and key roles in the series’ romantic and supernatural conflicts.
-
E.
Gordon family
The Gordon family is a prominent Scottish noble lineage historically headed by the Marquess of Huntly and influential in the politics and society of northeast Scotland.
- 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_69bd4636f1648190a701445c2fcd9c17 |
completed | March 20, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69bd582b871c8190be0b70c76d639000 |
completed | March 20, 2026, 2:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bdc593eaf881908a9043366230b391 |
completed | March 20, 2026, 10:09 p.m. |
| NEDg | Description generation | batch_69bdc5f0b52c8190bbfa2a6a22d56725 |
completed | March 20, 2026, 10:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bdc63b1e0881908f861f7c9c5ce3ac |
completed | March 20, 2026, 10:12 p.m. |
Created at: March 20, 2026, 1:09 p.m.