Triple

T18611753
Position Surface form Disambiguated ID Type / Status
Subject Transformers: IDW Publishing comics E454908 entity
Predicate includesSeries P1393 FINISHED
Object Transformers: Spotlight
Transformers: Spotlight is a series of self-contained comic book issues from IDW Publishing that each focus on a single character within the Transformers universe.
 E1356788 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: Spotlight | Statement: [Transformers: IDW Publishing comics, includesSeries, Transformers: Spotlight]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transformers: Spotlight
Context triple: [Transformers: IDW Publishing comics, includesSeries, Transformers: Spotlight]
  • A. 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.
  • B. Transformers: Masterpiece
    Transformers: Masterpiece is a premium collector-focused toy line that recreates classic Transformers characters with highly detailed, cartoon-accurate designs and complex engineering.
  • C. 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.
  • D. Transformers: Studio Series
    Transformers: Studio Series is a Hasbro and Takara Tomy toy line that recreates characters and scenes from the live-action Transformers films with screen-accurate, highly detailed action figures.
  • E. 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.
  • 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: Spotlight
Triple: [Transformers: IDW Publishing comics, includesSeries, Transformers: Spotlight]
Generated description
Transformers: Spotlight is a series of self-contained comic book issues from IDW Publishing that each focus on a single character within the Transformers universe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transformers: Spotlight
Target entity description: Transformers: Spotlight is a series of self-contained comic book issues from IDW Publishing that each focus on a single character within the Transformers universe.
  • A. 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.
  • B. Transformers: Masterpiece
    Transformers: Masterpiece is a premium collector-focused toy line that recreates classic Transformers characters with highly detailed, cartoon-accurate designs and complex engineering.
  • C. 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.
  • D. Transformers: Studio Series
    Transformers: Studio Series is a Hasbro and Takara Tomy toy line that recreates characters and scenes from the live-action Transformers films with screen-accurate, highly detailed action figures.
  • E. 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.
  • 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_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_6a05d341d3c0819083bcdf884aa63953 completed May 14, 2026, 1:50 p.m.
NEDg Description generation batch_6a05d3fe45c881908622e745b66abfd2 completed May 14, 2026, 1:54 p.m.
NED2 Entity disambiguation (via description) batch_6a05d4b2292c8190bd4cd73969c610d8 completed May 14, 2026, 1:57 p.m.
Created at: April 10, 2026, 11:45 a.m.