Triple

T20525442
Position Surface form Disambiguated ID Type / Status
Subject Resident Evil: Extinction E503921 entity
Predicate character P662 FINISHED
Object Dr. Isaacs
Dr. Isaacs is a key antagonist in the Resident Evil film series, portrayed as a high-ranking Umbrella Corporation scientist obsessed with controlling the T-virus and weaponizing Alice.
E1436328 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. Isaacs | Statement: [Resident Evil: Extinction, character, Dr. Isaacs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dr. Isaacs
Context triple: [Resident Evil: Extinction, character, Dr. Isaacs]
  • A. Dr. Mumford
    Dr. Mumford is the fictional psychologist protagonist of the 1999 comedy-drama film "Mumford," known for his unconventional therapeutic methods in a small town.
  • B. Dr. Waldman
    Dr. Waldman is a supporting character in the 1931 film "Frankenstein," portrayed as a rational, morally concerned scientist who serves as a mentor and foil to Henry Frankenstein's reckless experimentation.
  • C. Dr. Jaquith
    Dr. Jaquith is the compassionate psychiatrist in the 1942 film "Now, Voyager" who helps the protagonist undergo a profound emotional and psychological transformation.
  • D. Dr. Griffiths
    Dr. Griffiths is a human character in the Tinker Bell film series, portrayed as a skeptical, science-minded father whose encounter with fairies challenges his disbelief in magic.
  • E. Dr. Lagardie
    Dr. Lagardie is a fictional physician character who appears in Raymond Chandler’s detective novel "The Little Sister."
  • 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. Isaacs
Triple: [Resident Evil: Extinction, character, Dr. Isaacs]
Generated description
Dr. Isaacs is a key antagonist in the Resident Evil film series, portrayed as a high-ranking Umbrella Corporation scientist obsessed with controlling the T-virus and weaponizing Alice.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dr. Isaacs
Target entity description: Dr. Isaacs is a key antagonist in the Resident Evil film series, portrayed as a high-ranking Umbrella Corporation scientist obsessed with controlling the T-virus and weaponizing Alice.
  • A. Dr. Mumford
    Dr. Mumford is the fictional psychologist protagonist of the 1999 comedy-drama film "Mumford," known for his unconventional therapeutic methods in a small town.
  • B. Dr. Waldman
    Dr. Waldman is a supporting character in the 1931 film "Frankenstein," portrayed as a rational, morally concerned scientist who serves as a mentor and foil to Henry Frankenstein's reckless experimentation.
  • C. Dr. Jaquith
    Dr. Jaquith is the compassionate psychiatrist in the 1942 film "Now, Voyager" who helps the protagonist undergo a profound emotional and psychological transformation.
  • D. Dr. Griffiths
    Dr. Griffiths is a human character in the Tinker Bell film series, portrayed as a skeptical, science-minded father whose encounter with fairies challenges his disbelief in magic.
  • E. Dr. Lagardie
    Dr. Lagardie is a fictional physician character who appears in Raymond Chandler’s detective novel "The Little Sister."
  • 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_69e0b4b3a6e08190ae663701f50fab8e completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6a06504b48190b3f1defdc23a47d5 completed April 20, 2026, 9:53 p.m.
NED1 Entity disambiguation (via context triple) batch_6a089d4626d08190a87f07abd1380a3d completed May 16, 2026, 4:37 p.m.
NEDg Description generation batch_6a089e69e1bc8190b2975e9a810fba77 completed May 16, 2026, 4:42 p.m.
NED2 Entity disambiguation (via description) batch_6a089f4b56c48190a5e83f4678c525e3 completed May 16, 2026, 4:46 p.m.
Created at: April 16, 2026, 11:37 a.m.