Triple

T18611750
Position Surface form Disambiguated ID Type / Status
Subject Transformers: IDW Publishing comics E454908 entity
Predicate includesSeries P1393 FINISHED
Object Transformers: Last Stand of the Wreckers
Transformers: Last Stand of the Wreckers is a critically acclaimed IDW Publishing miniseries that follows the Autobot commando team the Wreckers on a brutal, character-driven mission during the Transformers war.
E1353607 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: Transformers: Last Stand of the Wreckers | Statement: [Transformers: IDW Publishing comics, includesSeries, Transformers: Last Stand of the Wreckers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transformers: Last Stand of the Wreckers
Context triple: [Transformers: IDW Publishing comics, includesSeries, Transformers: Last Stand of the Wreckers]
  • A. Transformers: Wreckers – Sins of the Wreckers
    Transformers: Wreckers – Sins of the Wreckers is a dark, character-driven Transformers comic miniseries from IDW Publishing that follows the elite Autobot commando team the Wreckers through a morally complex and violent mission.
  • B. Transformers: Till All Are One
    Transformers: Till All Are One is an IDW Publishing comic book series that explores the political and social aftermath of Cybertron’s unification, focusing on characters like Windblade and Starscream.
  • C. The Transformers: Devastation
    The Transformers: Devastation is a 2007–2008 IDW Publishing comic miniseries that continues the modern Transformers saga with a focus on escalating conflicts between Autobots, Decepticons, and human factions.
  • D. Transformers: Combiner Wars
    Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
  • E. Transformers: Windblade
    Transformers: Windblade is a comic book miniseries centered on the fan-created female Autobot Windblade, exploring her political and cultural role on Cybertron within IDW Publishing’s Transformers continuity.
  • 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: Transformers: Last Stand of the Wreckers
Triple: [Transformers: IDW Publishing comics, includesSeries, Transformers: Last Stand of the Wreckers]
Generated description
Transformers: Last Stand of the Wreckers is a critically acclaimed IDW Publishing miniseries that follows the Autobot commando team the Wreckers on a brutal, character-driven mission during the Transformers war.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transformers: Last Stand of the Wreckers
Target entity description: Transformers: Last Stand of the Wreckers is a critically acclaimed IDW Publishing miniseries that follows the Autobot commando team the Wreckers on a brutal, character-driven mission during the Transformers war.
  • A. Transformers: Wreckers – Sins of the Wreckers chosen
    Transformers: Wreckers – Sins of the Wreckers is a dark, character-driven Transformers comic miniseries from IDW Publishing that follows the elite Autobot commando team the Wreckers through a morally complex and violent mission.
  • B. Transformers: Till All Are One
    Transformers: Till All Are One is an IDW Publishing comic book series that explores the political and social aftermath of Cybertron’s unification, focusing on characters like Windblade and Starscream.
  • C. The Transformers: Devastation
    The Transformers: Devastation is a 2007–2008 IDW Publishing comic miniseries that continues the modern Transformers saga with a focus on escalating conflicts between Autobots, Decepticons, and human factions.
  • D. Transformers: Combiner Wars
    Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
  • E. Transformers: Windblade
    Transformers: Windblade is a comic book miniseries centered on the fan-created female Autobot Windblade, exploring her political and cultural role on Cybertron within IDW Publishing’s Transformers continuity.
  • F. None of above.

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_69d8d38bbe7c8190bdec3138e7d413c9 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e54d01ebd08190b6e646e3a749d7f5 completed April 19, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_6a05be37737c8190ab7513326ae11b2c completed May 14, 2026, 12:21 p.m.
NEDg Description generation batch_6a05bf0338f08190b96057cfe17bfe62 completed May 14, 2026, 12:24 p.m.
NED2 Entity disambiguation (via description) batch_6a05bf8bd1cc8190a67b98eb43b4d850 completed May 14, 2026, 12:26 p.m.
Created at: April 10, 2026, 11:45 a.m.