Triple

T18267139
Position Surface form Disambiguated ID Type / Status
Subject Matthew Sadler E437512 entity
Predicate notableWork P4 FINISHED
Object Game Changer
Game Changer is a chess book by Matthew Sadler (co-authored with Natasha Regan) that analyzes AlphaZero’s revolutionary playing style and its impact on modern chess understanding.
E1315988 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: Game Changer | Statement: [Matthew Sadler, notableWork, Game Changer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Game Changer
Context triple: [Matthew Sadler, notableWork, Game Changer]
  • A. The Game-Changer
    "The Game-Changer" is a business and innovation strategy book, co-authored by former Procter & Gamble CEO A. G. Lafley, that outlines how companies can drive growth by making innovation a core, systematic capability.
  • B. Change the Game
    "Change the Game" is a hip-hop single by Jay-Z featuring Beanie Sigel and Memphis Bleek, known for its slick production and showcasing Roc-A-Fella Records' roster.
  • C. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • D. Cool Change
    "Cool Change" is a soft rock ballad by the Australian group Little River Band, celebrated for its reflective lyrics about personal renewal and connection to nature.
  • E. Flick of the Switch
    Flick of the Switch is a hard rock studio album by Australian band AC/DC, released in 1983 as the follow-up to their early-1980s commercial peak.
  • 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: Game Changer
Triple: [Matthew Sadler, notableWork, Game Changer]
Generated description
Game Changer is a chess book by Matthew Sadler (co-authored with Natasha Regan) that analyzes AlphaZero’s revolutionary playing style and its impact on modern chess understanding.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Game Changer
Target entity description: Game Changer is a chess book by Matthew Sadler (co-authored with Natasha Regan) that analyzes AlphaZero’s revolutionary playing style and its impact on modern chess understanding.
  • A. The Game-Changer
    "The Game-Changer" is a business and innovation strategy book, co-authored by former Procter & Gamble CEO A. G. Lafley, that outlines how companies can drive growth by making innovation a core, systematic capability.
  • B. Change the Game
    "Change the Game" is a hip-hop single by Jay-Z featuring Beanie Sigel and Memphis Bleek, known for its slick production and showcasing Roc-A-Fella Records' roster.
  • C. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • D. Cool Change
    "Cool Change" is a soft rock ballad by the Australian group Little River Band, celebrated for its reflective lyrics about personal renewal and connection to nature.
  • E. Flick of the Switch
    Flick of the Switch is a hard rock studio album by Australian band AC/DC, released in 1983 as the follow-up to their early-1980s commercial peak.
  • 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_69d8b913351c8190932b6a426de04b41 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4ff7bda5c8190a5a85f3cfb7aa4ef completed April 19, 2026, 4:14 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03b3f6c1b081908fdd0ccb6f1bf633 completed May 12, 2026, 11:12 p.m.
NEDg Description generation batch_6a03b4f0cd188190a9577a3999a5b473 completed May 12, 2026, 11:17 p.m.
NED2 Entity disambiguation (via description) batch_6a03b5c09f4881909fb0ead5fc48895c completed May 12, 2026, 11:20 p.m.
Created at: April 10, 2026, 10:34 a.m.