Triple
T17031074
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Larry Flynt |
E413193
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Elizabeth Berrios
Elizabeth Berrios is known as the wife of Hustler magazine publisher and free-speech activist Larry Flynt.
|
E1331684
|
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: Elizabeth Berrios | Statement: [Larry Flynt, spouse, Elizabeth Berrios]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Elizabeth Berrios Context triple: [Larry Flynt, spouse, Elizabeth Berrios]
-
A.
Elizabeth Avellán
Elizabeth Avellán is a Venezuelan-American film producer known for co-founding Troublemaker Studios and producing many of Robert Rodriguez’s films.
-
B.
Marisa Echeverria
Marisa Echeverria is an actress known for her role in the horror film "The Bye Bye Man."
-
C.
Lydia Riera
Lydia Riera is a central character on the sitcom "One Day at a Time," known as Penelope Alvarez's devout, outspoken Cuban mother and the family's dramatic, loving matriarch.
-
D.
Isabel Fuentes
Isabel Fuentes is the spontaneous, free-spirited Mexican-American photographer whose whirlwind romance with a straight-laced New Yorker drives the plot of the romantic comedy film "Fools Rush In."
-
E.
Yahira Garcia
Yahira Garcia is an actress known for her role in the 2012 police drama film "End of Watch."
- 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: Elizabeth Berrios Triple: [Larry Flynt, spouse, Elizabeth Berrios]
Generated description
Elizabeth Berrios is known as the wife of Hustler magazine publisher and free-speech activist Larry Flynt.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Elizabeth Berrios Target entity description: Elizabeth Berrios is known as the wife of Hustler magazine publisher and free-speech activist Larry Flynt.
-
A.
Elizabeth Avellán
Elizabeth Avellán is a Venezuelan-American film producer known for co-founding Troublemaker Studios and producing many of Robert Rodriguez’s films.
-
B.
Marisa Echeverria
Marisa Echeverria is an actress known for her role in the horror film "The Bye Bye Man."
-
C.
Lydia Riera
Lydia Riera is a central character on the sitcom "One Day at a Time," known as Penelope Alvarez's devout, outspoken Cuban mother and the family's dramatic, loving matriarch.
-
D.
Isabel Fuentes
Isabel Fuentes is the spontaneous, free-spirited Mexican-American photographer whose whirlwind romance with a straight-laced New Yorker drives the plot of the romantic comedy film "Fools Rush In."
-
E.
Yahira Garcia
Yahira Garcia is an actress known for her role in the 2012 police drama film "End of Watch."
- 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_69d886cd18288190b006abab23f811b7 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e3d5d9e7d481909d3d5bd241bd68f1 |
completed | April 18, 2026, 7:04 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a04f86dd054819084e9540deb2c836e |
completed | May 13, 2026, 10:17 p.m. |
| NEDg | Description generation | batch_6a04f9adb7e88190ab5cf82412fc4e11 |
completed | May 13, 2026, 10:22 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a04fa3fc8348190970145b3718cb01d |
completed | May 13, 2026, 10:25 p.m. |
Created at: April 10, 2026, 5:33 a.m.