Triple

T8540035
Position Surface form Disambiguated ID Type / Status
Subject James Mangold E202171 entity
Predicate directed P7373 FINISHED
Object Heavy
Heavy is a 1995 independent drama film known for its quiet, character-driven portrayal of loneliness and unrequited love in a small-town diner setting.
E741073 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: Heavy | Statement: [James Mangold, directed, Heavy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heavy
Context triple: [James Mangold, directed, Heavy]
  • A. Heavy
    "Heavy" is a soulful R&B song by American singer SiR, known for its smooth production and introspective lyrics.
  • B. Heavy
    "Heavy" is a 2017 pop-rock single by Linkin Park featuring Kiiara that marked a stylistic shift toward a more minimalist, electronic-influenced sound and sparked mixed reactions from fans and critics.
  • C. Heavy D
    Heavy D was a Jamaican-born American rapper, record producer, and leader of the influential hip hop group Heavy D & the Boyz, known for his smooth delivery and crossover appeal in the late 1980s and 1990s.
  • D. Heavy Stereo
    Heavy Stereo was a British alternative rock band from the 1990s fronted by guitarist and songwriter Gem Archer before he joined Oasis.
  • E. Heavy Metal
    "Heavy Metal" is a 1981 animated science fantasy anthology film known for its adult-oriented themes, stylized visuals, and influential rock and metal soundtrack.
  • 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: Heavy
Triple: [James Mangold, directed, Heavy]
Generated description
Heavy is a 1995 independent drama film known for its quiet, character-driven portrayal of loneliness and unrequited love in a small-town diner setting.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heavy
Target entity description: Heavy is a 1995 independent drama film known for its quiet, character-driven portrayal of loneliness and unrequited love in a small-town diner setting.
  • A. Heavy
    "Heavy" is a soulful R&B song by American singer SiR, known for its smooth production and introspective lyrics.
  • B. Heavy
    "Heavy" is a 2017 pop-rock single by Linkin Park featuring Kiiara that marked a stylistic shift toward a more minimalist, electronic-influenced sound and sparked mixed reactions from fans and critics.
  • C. Heavy D
    Heavy D was a Jamaican-born American rapper, record producer, and leader of the influential hip hop group Heavy D & the Boyz, known for his smooth delivery and crossover appeal in the late 1980s and 1990s.
  • D. Heavy Stereo
    Heavy Stereo was a British alternative rock band from the 1990s fronted by guitarist and songwriter Gem Archer before he joined Oasis.
  • E. Heavy Metal
    "Heavy Metal" is a 1981 animated science fantasy anthology film known for its adult-oriented themes, stylized visuals, and influential rock and metal soundtrack.
  • 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_69ca832355b08190b8b6a4ab4a4a3554 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe6dfb2bc8190a41e32eca3c824c2 completed March 31, 2026, 3:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce6d9d06e48190a5c0cfa9779fc07c completed April 2, 2026, 1:22 p.m.
NEDg Description generation batch_69ce6ec2d6608190a7732e999a05d565 completed April 2, 2026, 1:27 p.m.
NED2 Entity disambiguation (via description) batch_69ce6f7948cc8190b8248e59044cf4fb completed April 2, 2026, 1:30 p.m.
Created at: March 30, 2026, 6:18 p.m.