Triple

T6284677
Position Surface form Disambiguated ID Type / Status
Subject Niall Horan E140867 entity
Predicate notableSingle P3283 FINISHED
Object Too Much to Ask
"Too Much to Ask" is a pop ballad by Irish singer-songwriter Niall Horan, released as one of the singles from his debut solo album "Flicker."
E582640 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: Too Much to Ask | Statement: [Niall Horan, notableSingle, Too Much to Ask]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Too Much to Ask
Context triple: [Niall Horan, notableSingle, Too Much to Ask]
  • A. Too Much Too Soon
    Too Much Too Soon is the New York Dolls’ second studio album, a seminal glam-punk record known for its raw sound and influential role in the development of punk rock.
  • B. Never Too Much
    "Never Too Much" is a 1981 R&B and soul classic by Luther Vandross that became his signature hit and a defining song of contemporary R&B.
  • C. Too Much
    "Too Much" is a 1957 rock and roll song by Elvis Presley that became one of his early chart-topping hits.
  • D. Floater (Too Much to Ask)
    "Floater (Too Much to Ask)" is a country song by the American duo Love and Theft.
  • E. Too Much, Too Soon
    Too Much, Too Soon is a 1958 biographical drama film about the troubled life of actress Diana Barrymore, adapted from her memoir of the same name.
  • 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: Too Much to Ask
Triple: [Niall Horan, notableSingle, Too Much to Ask]
Generated description
"Too Much to Ask" is a pop ballad by Irish singer-songwriter Niall Horan, released as one of the singles from his debut solo album "Flicker."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Too Much to Ask
Target entity description: "Too Much to Ask" is a pop ballad by Irish singer-songwriter Niall Horan, released as one of the singles from his debut solo album "Flicker."
  • A. Too Much Too Soon
    Too Much Too Soon is the New York Dolls’ second studio album, a seminal glam-punk record known for its raw sound and influential role in the development of punk rock.
  • B. Never Too Much
    "Never Too Much" is a 1981 R&B and soul classic by Luther Vandross that became his signature hit and a defining song of contemporary R&B.
  • C. Too Much
    "Too Much" is a 1957 rock and roll song by Elvis Presley that became one of his early chart-topping hits.
  • D. Floater (Too Much to Ask)
    "Floater (Too Much to Ask)" is a country song by the American duo Love and Theft.
  • E. Too Much, Too Soon
    Too Much, Too Soon is a 1958 biographical drama film about the troubled life of actress Diana Barrymore, adapted from her memoir of the same name.
  • 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_69c008cd17c8819082b82d3fbeb68047 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c063fc906481908283c6c50a212515 completed March 22, 2026, 9:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c5196defc08190810c6d208ade918b completed March 26, 2026, 11:33 a.m.
NEDg Description generation batch_69c529857afc8190b8807615ea2b4e4d completed March 26, 2026, 12:41 p.m.
NED2 Entity disambiguation (via description) batch_69c58854c0c081908beccb626e923af3 completed March 26, 2026, 7:26 p.m.
Created at: March 22, 2026, 4:26 p.m.