Triple
T20251194
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shapiro |
E498558
|
entity |
| Predicate | hasNotableBearer |
P458
|
FINISHED |
| Object |
Ben Shapiro
Ben Shapiro is an American conservative political commentator, author, and lawyer known for his debates, podcasts, and founding role at The Daily Wire.
|
E1421259
|
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: Ben Shapiro | Statement: [Shapiro, hasNotableBearer, Ben Shapiro]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ben Shapiro Context triple: [Shapiro, hasNotableBearer, Ben Shapiro]
-
A.
Jonah Goldberg
Jonah Goldberg is an American conservative political commentator, author, and columnist known for his work with National Review and his critiques of both left-wing and right-wing populism.
-
B.
Mark Levin
Mark Levin is an American screenwriter and producer known for co-writing family-oriented films and television projects, including the sci-fi adventure movie "The Adam Project."
-
C.
Mark Levin
Mark Levin is a conservative American lawyer, author, and talk radio and television host known for his outspoken commentary on U.S. politics and constitutional issues.
-
D.
David Frum
David Frum is a Canadian-American political commentator and former George W. Bush speechwriter best known for coining the phrase "axis of evil" and for his conservative yet often Trump-critical analysis.
-
E.
William Kristol
William Kristol is an American neoconservative political analyst and commentator, best known as a co-founder of the Weekly Standard and a prominent advocate of interventionist U.S. foreign policy.
- 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: Ben Shapiro Triple: [Shapiro, hasNotableBearer, Ben Shapiro]
Generated description
Ben Shapiro is an American conservative political commentator, author, and lawyer known for his debates, podcasts, and founding role at The Daily Wire.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ben Shapiro Target entity description: Ben Shapiro is an American conservative political commentator, author, and lawyer known for his debates, podcasts, and founding role at The Daily Wire.
-
A.
Jonah Goldberg
Jonah Goldberg is an American conservative political commentator, author, and columnist known for his work with National Review and his critiques of both left-wing and right-wing populism.
-
B.
Mark Levin
Mark Levin is an American screenwriter and producer known for co-writing family-oriented films and television projects, including the sci-fi adventure movie "The Adam Project."
-
C.
Mark Levin
Mark Levin is a conservative American lawyer, author, and talk radio and television host known for his outspoken commentary on U.S. politics and constitutional issues.
-
D.
David Frum
David Frum is a Canadian-American political commentator and former George W. Bush speechwriter best known for coining the phrase "axis of evil" and for his conservative yet often Trump-critical analysis.
-
E.
William Kristol
William Kristol is an American neoconservative political analyst and commentator, best known as a co-founder of the Weekly Standard and a prominent advocate of interventionist U.S. foreign policy.
- 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_69da6274c58c81909c646eabed6f4f30 |
completed | April 11, 2026, 3:02 p.m. |
| NER | Named-entity recognition | batch_69e673a8b8488190b344df7a65f59684 |
completed | April 20, 2026, 6:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0855262c548190b5f6102b4e6e01a6 |
completed | May 16, 2026, 11:29 a.m. |
| NEDg | Description generation | batch_6a0856ac50e081909c8bc737e4fe6e56 |
completed | May 16, 2026, 11:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a085746f2f08190a703a832f5867c7b |
completed | May 16, 2026, 11:38 a.m. |
Created at: April 11, 2026, 11:41 p.m.