Triple
T2452016
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hunter Biden |
E53725
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Melissa Cohen
Melissa Cohen is a South African-born filmmaker and activist best known as the wife of Hunter Biden, son of U.S. President Joe Biden.
|
E366659
|
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: Melissa Cohen | Statement: [Hunter Biden, spouse, Melissa Cohen]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Melissa Cohen Context triple: [Hunter Biden, spouse, Melissa Cohen]
-
A.
Melissa Rosenberg
Melissa Rosenberg is an American screenwriter and producer best known for adapting the Twilight Saga films and creating the Marvel television series Jessica Jones.
-
B.
Robyn Cohen
Robyn Cohen is an American actress best known for her role in Wes Anderson’s film "The Life Aquatic with Steve Zissou."
-
C.
Melissa Stark
Melissa Stark is an American television sportscaster best known for her work as a sideline reporter on NFL broadcasts.
-
D.
Samantha Cohen
Samantha Cohen is known as the daughter of Michael Cohen, the former personal attorney to Donald Trump who became a prominent figure in investigations related to the Trump presidency.
-
E.
Melissa Parmenter
Melissa Parmenter is a British composer and producer known for her film scores and frequent collaborations with director Michael Winterbottom.
- 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: Melissa Cohen Triple: [Hunter Biden, spouse, Melissa Cohen]
Generated description
Melissa Cohen is a South African-born filmmaker and activist best known as the wife of Hunter Biden, son of U.S. President Joe Biden.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Melissa Cohen Target entity description: Melissa Cohen is a South African-born filmmaker and activist best known as the wife of Hunter Biden, son of U.S. President Joe Biden.
-
A.
Melissa Rosenberg
Melissa Rosenberg is an American screenwriter and producer best known for adapting the Twilight Saga films and creating the Marvel television series Jessica Jones.
-
B.
Robyn Cohen
Robyn Cohen is an American actress best known for her role in Wes Anderson’s film "The Life Aquatic with Steve Zissou."
-
C.
Melissa Stark
Melissa Stark is an American television sportscaster best known for her work as a sideline reporter on NFL broadcasts.
-
D.
Samantha Cohen
Samantha Cohen is known as the daughter of Michael Cohen, the former personal attorney to Donald Trump who became a prominent figure in investigations related to the Trump presidency.
-
E.
Melissa Parmenter
Melissa Parmenter is a British composer and producer known for her film scores and frequent collaborations with director Michael Winterbottom.
- 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_69ab495d227c8190b26ae6548eeb1019 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abd0f52524819088b00009c9dd1823 |
completed | March 7, 2026, 7:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b38ba25b48819095d21bf9d2276042 |
completed | March 13, 2026, 3:59 a.m. |
| NEDg | Description generation | batch_69b38c209d8c8190b644c8861d8874e3 |
completed | March 13, 2026, 4:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b38c939c948190a137d79030d9c8d1 |
completed | March 13, 2026, 4:03 a.m. |
Created at: March 6, 2026, 9:43 p.m.