Triple

T11003095
Position Surface form Disambiguated ID Type / Status
Subject Neural Architecture Search E260047 entity
Predicate notableMethod P16102 FINISHED
Object DARTS
DARTS is a widely used differentiable neural architecture search method that optimizes network structures in a continuous space using gradient-based techniques.
E899016 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: DARTS | Statement: [Neural Architecture Search, notableMethod, DARTS]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: DARTS
Context triple: [Neural Architecture Search, notableMethod, DARTS]
  • A. Hearts & Darts
    "Hearts & Darts" is a song by American rapper and producer Baby Keem, known for his melodic trap style and introspective lyrics.
  • B. Bowling
    Bowling is a village on the River Clyde in West Dunbartonshire, Scotland, known for its historic harbour and role as a transport hub at the western end of the Forth and Clyde Canal.
  • C. Bowling
    "Bowling" is a stylistically distinctive split-perspective episode of the sitcom *Malcolm in the Middle* that shows two alternate versions of the same night depending on whether Lois or Hal takes the boys to a bowling alley.
  • D. H.O.R.S.E.
    H.O.R.S.E. is a mixed poker format that rotates through several different poker variants, testing players’ versatility and all-around skill.
  • E. Bullseye
    "Bullseye" is a thriller novel in James Patterson and Michael Ledwidge's Michael Bennett series, following the NYPD detective as he races to stop an assassination plot against the U.S. president.
  • 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: DARTS
Triple: [Neural Architecture Search, notableMethod, DARTS]
Generated description
DARTS is a widely used differentiable neural architecture search method that optimizes network structures in a continuous space using gradient-based techniques.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: DARTS
Target entity description: DARTS is a widely used differentiable neural architecture search method that optimizes network structures in a continuous space using gradient-based techniques.
  • A. Hearts & Darts
    "Hearts & Darts" is a song by American rapper and producer Baby Keem, known for his melodic trap style and introspective lyrics.
  • B. Bowling
    Bowling is a village on the River Clyde in West Dunbartonshire, Scotland, known for its historic harbour and role as a transport hub at the western end of the Forth and Clyde Canal.
  • C. Bowling
    "Bowling" is a stylistically distinctive split-perspective episode of the sitcom *Malcolm in the Middle* that shows two alternate versions of the same night depending on whether Lois or Hal takes the boys to a bowling alley.
  • D. H.O.R.S.E.
    H.O.R.S.E. is a mixed poker format that rotates through several different poker variants, testing players’ versatility and all-around skill.
  • E. Bullseye
    "Bullseye" is a thriller novel in James Patterson and Michael Ledwidge's Michael Bennett series, following the NYPD detective as he races to stop an assassination plot against the U.S. president.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d797546f448190946ee6442d657dc5 completed April 9, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3453d181081908cb58a957f4d1295 completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e35570b0bc8190a939b0c8e3ce8105 completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e359508a388190a16d48a17015e13e completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:25 p.m.