Triple

T15096308
Position Surface form Disambiguated ID Type / Status
Subject S. L. A. Marshall E360546 entity
Predicate notableWork P4 FINISHED
Object Men Against Fire
Men Against Fire is a controversial 1947 military psychology book by U.S. Army historian S. L. A. Marshall that examines soldiers’ behavior in combat and famously claimed that only a small fraction of infantrymen actually fired their weapons at the enemy in World War II.
E1137611 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: Men Against Fire | Statement: [S. L. A. Marshall, notableWork, Men Against Fire]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Men Against Fire
Context triple: [S. L. A. Marshall, notableWork, Men Against Fire]
  • A. Fields of Fire
    Fields of Fire is a critically acclaimed Vietnam War novel by Jim Webb that portrays the brutal realities and psychological toll of combat on a group of U.S. Marines.
  • B. Two Soldiers
    Two Soldiers is a short film adaptation of a William Faulkner story that won the Academy Award for Best Live Action Short Film.
  • C. Two Soldiers
    "Two Soldiers" is a traditional American folk ballad about brothers going off to war, notably popularized by Bob Dylan’s recording on his 1993 album *World Gone Wrong*.
  • D. Die Soldaten
    Die Soldaten is a seminal 18th-century German play by Jakob Michael Reinhold Lenz that portrays the moral decay and social consequences of militarism and class oppression.
  • E. Battle for Hill 112
    The Battle for Hill 112 was a fierce World War II engagement in Normandy in 1944, where Allied and German forces fought for control of a strategically vital height dominating the approaches to Caen.
  • 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: Men Against Fire
Triple: [S. L. A. Marshall, notableWork, Men Against Fire]
Generated description
Men Against Fire is a controversial 1947 military psychology book by U.S. Army historian S. L. A. Marshall that examines soldiers’ behavior in combat and famously claimed that only a small fraction of infantrymen actually fired their weapons at the enemy in World War II.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Men Against Fire
Target entity description: Men Against Fire is a controversial 1947 military psychology book by U.S. Army historian S. L. A. Marshall that examines soldiers’ behavior in combat and famously claimed that only a small fraction of infantrymen actually fired their weapons at the enemy in World War II.
  • A. Fields of Fire
    Fields of Fire is a critically acclaimed Vietnam War novel by Jim Webb that portrays the brutal realities and psychological toll of combat on a group of U.S. Marines.
  • B. Two Soldiers
    Two Soldiers is a short film adaptation of a William Faulkner story that won the Academy Award for Best Live Action Short Film.
  • C. Two Soldiers
    "Two Soldiers" is a traditional American folk ballad about brothers going off to war, notably popularized by Bob Dylan’s recording on his 1993 album *World Gone Wrong*.
  • D. Die Soldaten
    Die Soldaten is a seminal 18th-century German play by Jakob Michael Reinhold Lenz that portrays the moral decay and social consequences of militarism and class oppression.
  • E. Battle for Hill 112
    The Battle for Hill 112 was a fierce World War II engagement in Normandy in 1944, where Allied and German forces fought for control of a strategically vital height dominating the approaches to Caen.
  • 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_69d85a035aa88190b52a139d3a1b7b6d completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e005466e9c8190a68e1fbeb8922b1a completed April 15, 2026, 9:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69feae21134c81908939ad6ce46703d8 completed May 9, 2026, 3:46 a.m.
NEDg Description generation batch_69feb37427a881908cf95f60b06251d4 completed May 9, 2026, 4:09 a.m.
NED2 Entity disambiguation (via description) batch_69feb429517c8190a91cc6b50345d889 completed May 9, 2026, 4:12 a.m.
Created at: April 10, 2026, 3:04 a.m.