Triple

T20525758
Position Surface form Disambiguated ID Type / Status
Subject Eric Ambler E503930 entity
Predicate notableWork P4 FINISHED
Object Background to Danger
Background to Danger is a 1937 espionage thriller novel by Eric Ambler that follows an ordinary man drawn into a web of international intrigue in pre–World War II Europe.
E1436344 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: Background to Danger | Statement: [Eric Ambler, notableWork, Background to Danger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Background to Danger
Context triple: [Eric Ambler, notableWork, Background to Danger]
  • A. Appointment with Danger
    Appointment with Danger is a 1951 American film noir crime drama starring Alan Ladd as a U.S. postal inspector investigating a murder linked to a mail robbery.
  • B. Escape to Danger
    Escape to Danger is a World War II-themed non-fiction work by Australian author Paul Brickhill, known for its vivid accounts of wartime experiences and resistance activities.
  • C. Welcome Danger
    Welcome Danger is a 1929 American comedy film starring silent-era icon Harold Lloyd in one of his early sound features.
  • D. Edge of Danger
    Edge of Danger is a fast-paced thriller novel by Jack Higgins that follows covert operatives entangled in international intrigue and assassination plots.
  • E. On Dangerous Ground
    On Dangerous Ground is a fast-paced political thriller novel by Jack Higgins involving high-stakes espionage and international intrigue.
  • 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: Background to Danger
Triple: [Eric Ambler, notableWork, Background to Danger]
Generated description
Background to Danger is a 1937 espionage thriller novel by Eric Ambler that follows an ordinary man drawn into a web of international intrigue in pre–World War II Europe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Background to Danger
Target entity description: Background to Danger is a 1937 espionage thriller novel by Eric Ambler that follows an ordinary man drawn into a web of international intrigue in pre–World War II Europe.
  • A. Appointment with Danger
    Appointment with Danger is a 1951 American film noir crime drama starring Alan Ladd as a U.S. postal inspector investigating a murder linked to a mail robbery.
  • B. Escape to Danger
    Escape to Danger is a World War II-themed non-fiction work by Australian author Paul Brickhill, known for its vivid accounts of wartime experiences and resistance activities.
  • C. Welcome Danger
    Welcome Danger is a 1929 American comedy film starring silent-era icon Harold Lloyd in one of his early sound features.
  • D. Edge of Danger
    Edge of Danger is a fast-paced thriller novel by Jack Higgins that follows covert operatives entangled in international intrigue and assassination plots.
  • E. On Dangerous Ground
    On Dangerous Ground is a fast-paced political thriller novel by Jack Higgins involving high-stakes espionage and international intrigue.
  • 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_69e0b4b3a6e08190ae663701f50fab8e completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6a06504b48190b3f1defdc23a47d5 completed April 20, 2026, 9:53 p.m.
NED1 Entity disambiguation (via context triple) batch_6a089d4626d08190a87f07abd1380a3d completed May 16, 2026, 4:37 p.m.
NEDg Description generation batch_6a089e69e1bc8190b2975e9a810fba77 completed May 16, 2026, 4:42 p.m.
NED2 Entity disambiguation (via description) batch_6a089f4b56c48190a5e83f4678c525e3 completed May 16, 2026, 4:46 p.m.
Created at: April 16, 2026, 11:37 a.m.