Triple
T5187667
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Resident Evil: Apocalypse |
E117071
|
entity |
| Predicate | mainCharacter |
P1183
|
FINISHED |
| Object |
Dr. Charles Ashford
Dr. Charles Ashford is a brilliant but wheelchair-bound Umbrella Corporation scientist in the film "Resident Evil: Apocalypse," driven by his determination to rescue his daughter amid the Raccoon City outbreak.
|
E502075
|
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: Dr. Charles Ashford | Statement: [Resident Evil: Apocalypse, mainCharacter, Dr. Charles Ashford]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Dr. Charles Ashford Context triple: [Resident Evil: Apocalypse, mainCharacter, Dr. Charles Ashford]
-
A.
Dr. Larry Arbogast
Dr. Larry Arbogast is a fictional fertility scientist portrayed by Danny DeVito in the 1994 comedy film "Junior."
-
B.
Dr. Robert B. Hayling
Dr. Robert B. Hayling was a prominent civil rights leader and dentist who played a key role in organizing and leading nonviolent protests against racial segregation in St. Augustine, Florida, during the early 1960s.
-
C.
Dr. George C. Chapman
Dr. George C. Chapman is a fictional research psychologist who leads a controversial study on American women's sexual behavior in Irving Wallace's novel and its film adaptation, "The Chapman Report."
-
D.
Dr. Alan Hill
Dr. Alan Hill is a mysterious psychiatrist in the horror video game "Until Dawn" who conducts unsettling therapy sessions that gradually reveal psychological themes and hidden truths about the story and its characters.
-
E.
Robert N. Fitch
Robert N. Fitch was a composer best known for writing the University of California fight song "Fight for California."
- 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: Dr. Charles Ashford Triple: [Resident Evil: Apocalypse, mainCharacter, Dr. Charles Ashford]
Generated description
Dr. Charles Ashford is a brilliant but wheelchair-bound Umbrella Corporation scientist in the film "Resident Evil: Apocalypse," driven by his determination to rescue his daughter amid the Raccoon City outbreak.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Dr. Charles Ashford Target entity description: Dr. Charles Ashford is a brilliant but wheelchair-bound Umbrella Corporation scientist in the film "Resident Evil: Apocalypse," driven by his determination to rescue his daughter amid the Raccoon City outbreak.
-
A.
Dr. Larry Arbogast
Dr. Larry Arbogast is a fictional fertility scientist portrayed by Danny DeVito in the 1994 comedy film "Junior."
-
B.
Dr. Robert B. Hayling
Dr. Robert B. Hayling was a prominent civil rights leader and dentist who played a key role in organizing and leading nonviolent protests against racial segregation in St. Augustine, Florida, during the early 1960s.
-
C.
Dr. George C. Chapman
Dr. George C. Chapman is a fictional research psychologist who leads a controversial study on American women's sexual behavior in Irving Wallace's novel and its film adaptation, "The Chapman Report."
-
D.
Dr. Alan Hill
Dr. Alan Hill is a mysterious psychiatrist in the horror video game "Until Dawn" who conducts unsettling therapy sessions that gradually reveal psychological themes and hidden truths about the story and its characters.
-
E.
Robert N. Fitch
Robert N. Fitch was a composer best known for writing the University of California fight song "Fight for California."
- 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_69bd44620ff48190bcac01782107a397 |
completed | March 20, 2026, 12:58 p.m. |
| NER | Named-entity recognition | batch_69bd79c56280819085926316f7b520bc |
completed | March 20, 2026, 4:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bee08af954819080dbe7ea1ac6ddb0 |
completed | March 21, 2026, 6:16 p.m. |
| NEDg | Description generation | batch_69bee5fc0c408190b4ad4b77e0045182 |
completed | March 21, 2026, 6:39 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bee6b954c08190a353ebcfe829888a |
completed | March 21, 2026, 6:43 p.m. |
Created at: March 20, 2026, 1:46 p.m.