Triple

T18834574
Position Surface form Disambiguated ID Type / Status
Subject Declan O’Brien E460624 entity
Predicate directed P7373 FINISHED
Object Wrong Turn 4: Bloody Beginnings
Wrong Turn 4: Bloody Beginnings is a 2011 American slasher film serving as a prequel in the Wrong Turn franchise, depicting the gruesome origins of its cannibalistic antagonists.
 E1347649 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: Wrong Turn 4: Bloody Beginnings | Statement: [Declan O’Brien, directed, Wrong Turn 4: Bloody Beginnings]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Wrong Turn 4: Bloody Beginnings
Context triple: [Declan O’Brien, directed, Wrong Turn 4: Bloody Beginnings]
  • A. Wrong Turn
    Wrong Turn is a 2003 American horror film about a group of stranded travelers hunted by cannibalistic mountain men in the West Virginia wilderness.
  • B. Wrong Turn 5: Bloodlines
    Wrong Turn 5: Bloodlines is a 2012 American slasher film in the Wrong Turn franchise, following a group of friends terrorized by inbred cannibals during a small-town Halloween festival.
  • C. Wrong Turn 3: Left for Dead
    Wrong Turn 3: Left for Dead is a 2009 American slasher film and the third installment in the Wrong Turn horror franchise, featuring a group of people hunted by inbred cannibals in the West Virginia wilderness.
  • D. Texas Chainsaw 3D
    Texas Chainsaw 3D is a 2013 slasher film that continues the iconic Texas Chainsaw Massacre horror franchise, following a young woman who inherits a Texas estate with a deadly family secret.
  • E. Deliver Us from Evil
    Deliver Us from Evil is a South Korean action-thriller film featuring Lee Jung-jae in a prominent role, known for its intense violence and stylish, noir-inspired storytelling.
  • 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: Wrong Turn 4: Bloody Beginnings
Triple: [Declan O’Brien, directed, Wrong Turn 4: Bloody Beginnings]
Generated description
Wrong Turn 4: Bloody Beginnings is a 2011 American slasher film serving as a prequel in the Wrong Turn franchise, depicting the gruesome origins of its cannibalistic antagonists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Wrong Turn 4: Bloody Beginnings
Target entity description: Wrong Turn 4: Bloody Beginnings is a 2011 American slasher film serving as a prequel in the Wrong Turn franchise, depicting the gruesome origins of its cannibalistic antagonists.
  • A. Wrong Turn
    Wrong Turn is a 2003 American horror film about a group of stranded travelers hunted by cannibalistic mountain men in the West Virginia wilderness.
  • B. Wrong Turn 5: Bloodlines
    Wrong Turn 5: Bloodlines is a 2012 American slasher film in the Wrong Turn franchise, following a group of friends terrorized by inbred cannibals during a small-town Halloween festival.
  • C. Wrong Turn 3: Left for Dead
    Wrong Turn 3: Left for Dead is a 2009 American slasher film and the third installment in the Wrong Turn horror franchise, featuring a group of people hunted by inbred cannibals in the West Virginia wilderness.
  • D. Texas Chainsaw 3D
    Texas Chainsaw 3D is a 2013 slasher film that continues the iconic Texas Chainsaw Massacre horror franchise, following a young woman who inherits a Texas estate with a deadly family secret.
  • E. Deliver Us from Evil
    Deliver Us from Evil is a South Korean action-thriller film featuring Lee Jung-jae in a prominent role, known for its intense violence and stylish, noir-inspired storytelling.
  • 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_69d8dcf94c288190a06dea029ae4b223 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5a99c1394819095c62eef040e552c completed April 20, 2026, 4:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0575ade5988190aa12b36e5ae45fc0 completed May 14, 2026, 7:11 a.m.
NEDg Description generation batch_6a05763116908190b65f8c86655d9496 completed May 14, 2026, 7:13 a.m.
NED2 Entity disambiguation (via description) batch_6a057a19f3b88190a6b9dc4c20b39295 completed May 14, 2026, 7:30 a.m.
Created at: April 10, 2026, 11:56 a.m.