Triple

T11248955
Position Surface form Disambiguated ID Type / Status
Subject Gears of War series E266278 entity
Predicate latestMainlineEntry P3698 FINISHED
Object Gears 5
Gears 5 is a third-person sci-fi shooter video game developed by The Coalition and published by Xbox Game Studios, continuing the Gears of War franchise with a focus on Kait Diaz’s story and expanded cooperative and multiplayer modes.
E914137 NE FINISHED

How this triple was built (5 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: Gears 5 | Statement: [Gears of War series, latestMainlineEntry, Gears 5]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gears 5
Context triple: [Gears of War series, latestMainlineEntry, Gears 5]
  • A. Gears of War series
    The Gears of War series is a popular third-person shooter franchise set in a gritty sci-fi world where heavily armed soldiers battle monstrous creatures using cover-based combat and iconic weapons like the Lancer rifle.
  • B. Sledgehammer
    "Sledgehammer" is a 1986 hit single by English musician Peter Gabriel, renowned for its soulful sound and groundbreaking stop-motion music video.
  • C. Sledgehammer
    Sledgehammer is an automated theorem-proving tool integrated into the Isabelle proof assistant that invokes external provers to help discharge proof obligations.
  • D. Sledgehammer
    "Sledgehammer" is a pop song by the girl group Fifth Harmony, known for its upbeat production and empowering breakup-themed lyrics.
  • E. Halo Infinite
    Halo Infinite is a first-person sci-fi shooter by 343 Industries that continues the story of Master Chief with an open-world-inspired campaign and multiplayer set on the Zeta Halo ring.
  • 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: Gears 5
Triple: [Gears of War series, latestMainlineEntry, Gears 5]
Generated description
Gears 5 is a third-person sci-fi shooter video game developed by The Coalition and published by Xbox Game Studios, continuing the Gears of War franchise with a focus on Kait Diaz’s story and expanded cooperative and multiplayer modes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gears 5
Target entity description: Gears 5 is a third-person sci-fi shooter video game developed by The Coalition and published by Xbox Game Studios, continuing the Gears of War franchise with a focus on Kait Diaz’s story and expanded cooperative and multiplayer modes.
  • A. Gears of War series
    The Gears of War series is a popular third-person shooter franchise set in a gritty sci-fi world where heavily armed soldiers battle monstrous creatures using cover-based combat and iconic weapons like the Lancer rifle.
  • B. Sledgehammer
    "Sledgehammer" is a pop song by the girl group Fifth Harmony, known for its upbeat production and empowering breakup-themed lyrics.
  • C. Sledgehammer
    "Sledgehammer" is a 1986 hit single by English musician Peter Gabriel, renowned for its soulful sound and groundbreaking stop-motion music video.
  • D. Sledgehammer
    Sledgehammer is an automated theorem-proving tool integrated into the Isabelle proof assistant that invokes external provers to help discharge proof obligations.
  • E. Halo Infinite
    Halo Infinite is a first-person sci-fi shooter by 343 Industries that continues the story of Master Chief with an open-world-inspired campaign and multiplayer set on the Zeta Halo ring.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: latestMainlineEntry
Context triple: [Gears of War series, latestMainlineEntry, Gears 5]
  • A. latestMinorVersion
    Indicates that one version is the most recent minor (non-major) update within the series of versions derived from another version.
  • B. latestVersion chosen
    Indicates that one entity is the most recent or up-to-date version of another entity within a sequence or set of versions.
  • C. latestReleaseBranch
    Indicates that a branch is designated as the most recent official release branch in a version control or release management system.
  • D. latestMajorUpdate
    Indicates the most recent significant update event or version associated with an entity.
  • E. lastReigningBranch
    Indicates that a particular branch or line within a dynasty, family, or ruling house is the final one to have held reigning power or authority.
  • F. None of above.

Provenance (6 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_69d6aac7953c8190b82caf9d7640fdf9 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e91d1484819098ee6b2efb5316a5 completed April 9, 2026, 5:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69e4cc76b10c8190962b21c4cad6ce8f completed April 19, 2026, 12:37 p.m.
NEDg Description generation batch_69e4d9eb79608190b7ed108906f4e2bf completed April 19, 2026, 1:34 p.m.
NED2 Entity disambiguation (via description) batch_69e4df50eebc8190a4fe0aba7dc9fa62 completed April 19, 2026, 1:57 p.m.
PD Predicate disambiguation batch_69d78793c00481908a3f764b610b77a4 completed April 9, 2026, 11:03 a.m.
Created at: April 8, 2026, 9:31 p.m.