Triple

T18204311
Position Surface form Disambiguated ID Type / Status
Subject DistilBERT E435865 entity
Predicate availableInLibrary P57368 FINISHED
Object Transformers
Transformers is a popular open-source deep learning library by Hugging Face focused on state-of-the-art natural language processing and transformer-based models.
 E1312414 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 | Statement: [DistilBERT, availableInLibrary, Transformers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transformers
Context triple: [DistilBERT, availableInLibrary, Transformers]
  • A. Transformers
    Transformers is a blockbuster science fiction action franchise centered on sentient robots that can transform into vehicles and other objects, spanning films, television series, comics, and merchandise.
  • B. Transformers
    "Transformers" is a track featured on Warren G's influential West Coast hip hop album *Regulate... G Funk Era*.
  • C. Transformers: Animated
    Transformers: Animated is an American animated television series in the Transformers franchise that reimagines the iconic robots in a stylized, character-driven storyline.
  • D. Transformers (2007 film)
    Transformers (2007 film) is a live-action science fiction action movie directed by Michael Bay that launched the blockbuster film franchise based on Hasbro's transforming robot toy line.
  • E. Transformers: Cybertron
    Transformers: Cybertron is a 2005–2006 animated television series in the Transformers franchise that follows the Autobots and Decepticons as they search for Cyber Planet Keys to save their homeworld.
  • 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
Triple: [DistilBERT, availableInLibrary, Transformers]
Generated description
Transformers is a popular open-source deep learning library by Hugging Face focused on state-of-the-art natural language processing and transformer-based models.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transformers
Target entity description: Transformers is a popular open-source deep learning library by Hugging Face focused on state-of-the-art natural language processing and transformer-based models.
  • A. Transformers
    Transformers is a blockbuster science fiction action franchise centered on sentient robots that can transform into vehicles and other objects, spanning films, television series, comics, and merchandise.
  • B. Transformers
    "Transformers" is a track featured on Warren G's influential West Coast hip hop album *Regulate... G Funk Era*.
  • C. Transformers: Animated
    Transformers: Animated is an American animated television series in the Transformers franchise that reimagines the iconic robots in a stylized, character-driven storyline.
  • D. Transformers (2007 film)
    Transformers (2007 film) is a live-action science fiction action movie directed by Michael Bay that launched the blockbuster film franchise based on Hasbro's transforming robot toy line.
  • E. Transformers: Cybertron
    Transformers: Cybertron is a 2005–2006 animated television series in the Transformers franchise that follows the Autobots and Decepticons as they search for Cyber Planet Keys to save their homeworld.
  • 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_69d8b90dba6481908e119eb9aa4ca0cb completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4e222831081908f7d5500424e3acb completed April 19, 2026, 2:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a039f0e52108190913cc5c667619d89 completed May 12, 2026, 9:43 p.m.
NEDg Description generation batch_6a039fdd9c4c819083b450657d0ece43 completed May 12, 2026, 9:47 p.m.
NED2 Entity disambiguation (via description) batch_6a03a0d6de8c8190b1f94c7de0856143 completed May 12, 2026, 9:51 p.m.
Created at: April 10, 2026, 10:32 a.m.