Triple

T19790219
Position Surface form Disambiguated ID Type / Status
Subject Modern Talking E475389 entity
Predicate album P1995 FINISHED
Object Back for Good
Back for Good is a 1998 comeback compilation album by German pop duo Modern Talking, featuring re-recorded versions of their classic hits alongside new material.
E1396282 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: Back for Good | Statement: [Modern Talking, album, Back for Good]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Back for Good
Context triple: [Modern Talking, album, Back for Good]
  • A. Back for Good
    "Back for Good" is a 1995 pop ballad by British boy band Take That that became one of their biggest international hits and signature songs.
  • B. Back for More
    "Back for More" is a hard rock song by the American glam metal band Ratt, featured on their 1984 album "Out of the Cellar" and known as one of their signature tracks from the 1980s.
  • C. Back for Everything
    Back for Everything is a 2022 studio album by American rapper Kodak Black that showcases his melodic trap style and introspective storytelling.
  • D. Good to Be Back
    Good to Be Back is a 1989 pop album by American singer Natalie Cole that marked her successful return to the music charts.
  • E. Here for a Good Time
    "Here for a Good Time" is a country song and album by George Strait that reflects his signature traditional style and became one of his later-career hits.
  • 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: Back for Good
Triple: [Modern Talking, album, Back for Good]
Generated description
Back for Good is a 1998 comeback compilation album by German pop duo Modern Talking, featuring re-recorded versions of their classic hits alongside new material.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Back for Good
Target entity description: Back for Good is a 1998 comeback compilation album by German pop duo Modern Talking, featuring re-recorded versions of their classic hits alongside new material.
  • A. Back for Good
    "Back for Good" is a 1995 pop ballad by British boy band Take That that became one of their biggest international hits and signature songs.
  • B. Back for More
    "Back for More" is a hard rock song by the American glam metal band Ratt, featured on their 1984 album "Out of the Cellar" and known as one of their signature tracks from the 1980s.
  • C. Back for Everything
    Back for Everything is a 2022 studio album by American rapper Kodak Black that showcases his melodic trap style and introspective storytelling.
  • D. Good to Be Back
    Good to Be Back is a 1989 pop album by American singer Natalie Cole that marked her successful return to the music charts.
  • E. Here for a Good Time
    "Here for a Good Time" is a country song and album by George Strait that reflects his signature traditional style and became one of his later-career hits.
  • 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_69d8e51b014081908b263e167370529a completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6538ae5108190b80eb7de6f445f02 completed April 20, 2026, 4:25 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07c4fdbf4c8190a9177e87b65fc965 completed May 16, 2026, 1:14 a.m.
NEDg Description generation batch_6a07c90c07a48190b0f23597124b5017 completed May 16, 2026, 1:31 a.m.
NED2 Entity disambiguation (via description) batch_6a07c97b33b481909e9b45b37cfe87b3 completed May 16, 2026, 1:33 a.m.
Created at: April 10, 2026, 1:49 p.m.