Triple
T11474134
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Worst Cooks in America |
E271981
|
entity |
| Predicate | hasRecurringHost |
P90709
|
FINISHED |
| Object |
Tyler Florence
Tyler Florence is an American celebrity chef, restaurateur, and television personality best known for hosting numerous Food Network shows and authoring several cookbooks.
|
E927460
|
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: Tyler Florence | Statement: [Worst Cooks in America, hasRecurringHost, Tyler Florence]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tyler Florence Context triple: [Worst Cooks in America, hasRecurringHost, Tyler Florence]
-
A.
Gabriel Heatter
Gabriel Heatter was a prominent American radio news commentator best known for his optimistic broadcasts during World War II.
-
B.
Paul O'Keefe
Paul O'Keefe is an American actor best known for his role as the younger brother Ross Lane on the 1960s television sitcom "The Patty Duke Show."
-
C.
Dr. Steve-O
Dr. Steve-O is a reality TV series starring stunt performer Steve-O, featuring outrageous pranks and challenges in the comedic, shock-value style of the Jackass franchise.
-
D.
Kevin Hartz
Kevin Hartz is an American entrepreneur and investor best known as the co-founder of Eventbrite and an early backer of numerous successful technology startups.
-
E.
Travis Bacon
Travis Bacon is an American musician and actor, known as the son of actors Kevin Bacon and Kyra Sedgwick and for his work in various rock and metal bands.
- 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: Tyler Florence Triple: [Worst Cooks in America, hasRecurringHost, Tyler Florence]
Generated description
Tyler Florence is an American celebrity chef, restaurateur, and television personality best known for hosting numerous Food Network shows and authoring several cookbooks.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Tyler Florence Target entity description: Tyler Florence is an American celebrity chef, restaurateur, and television personality best known for hosting numerous Food Network shows and authoring several cookbooks.
-
A.
Gabriel Heatter
Gabriel Heatter was a prominent American radio news commentator best known for his optimistic broadcasts during World War II.
-
B.
Paul O'Keefe
Paul O'Keefe is an American actor best known for his role as the younger brother Ross Lane on the 1960s television sitcom "The Patty Duke Show."
-
C.
Dr. Steve-O
Dr. Steve-O is a reality TV series starring stunt performer Steve-O, featuring outrageous pranks and challenges in the comedic, shock-value style of the Jackass franchise.
-
D.
Kevin Hartz
Kevin Hartz is an American entrepreneur and investor best known as the co-founder of Eventbrite and an early backer of numerous successful technology startups.
-
E.
Travis Bacon
Travis Bacon is an American musician and actor, known as the son of actors Kevin Bacon and Kyra Sedgwick and for his work in various rock and metal bands.
- 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_69d6aae0c8d881908a5a360c0be3242e |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d85ddffdf88190a00e94ad5b8b91a5 |
completed | April 10, 2026, 2:18 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e5e95a479c81909a330c9721bd3902 |
completed | April 20, 2026, 8:52 a.m. |
| NEDg | Description generation | batch_69e5f15a50b881908d0930021833ae74 |
completed | April 20, 2026, 9:26 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e5f88f16748190826a7fc5d27019d7 |
completed | April 20, 2026, 9:57 a.m. |
Created at: April 8, 2026, 9:35 p.m.