Triple

T12636358
Position Surface form Disambiguated ID Type / Status
Subject Battle of Soissons (1918) E301772 entity
Predicate precededBy P97 FINISHED
Object German Aisne-Marne offensive
The German Aisne-Marne offensive was a major German attack on the Western Front in World War I, launched in 1918 as part of the Spring Offensive in an attempt to break Allied lines in France before American forces could fully deploy.
E86065 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: German Aisne-Marne offensive | Statement: [Battle of Soissons (1918), precededBy, German Aisne-Marne offensive]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: German Aisne-Marne offensive
Context triple: [Battle of Soissons (1918), precededBy, German Aisne-Marne offensive]
  • A. Arras Offensive
    The Arras Offensive was a major British-led Allied attack on the Western Front in April–May 1917, intended to break through German lines near the French city of Arras during World War I.
  • B. Nivelle Offensive
    The Nivelle Offensive was a major but ultimately disastrous French-led Allied attack on the Western Front in 1917, intended to break the stalemate of trench warfare but resulting in heavy casualties and widespread mutinies in the French Army.
  • C. German Spring Offensive (1918)
    The German Spring Offensive of 1918 was a major series of German attacks on the Western Front during World War I, launched in a final attempt to break Allied lines before American forces could fully deploy.
  • D. Meuse–Argonne Offensive
    The Meuse–Argonne Offensive was a major World War I Allied campaign on the Western Front in 1918, involving large-scale American forces and contributing significantly to the final defeat of Germany.
  • E. Second Battle of the Marne
    The Second Battle of the Marne was a major 1918 World War I offensive and counteroffensive on the Western Front that marked the last significant German attack and a decisive turning point in favor of the Allies.
  • 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: German Aisne-Marne offensive
Triple: [Battle of Soissons (1918), precededBy, German Aisne-Marne offensive]
Generated description
The German Aisne-Marne offensive was a major German attack on the Western Front in World War I, launched in 1918 as part of the Spring Offensive in an attempt to break Allied lines in France before American forces could fully deploy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: German Aisne-Marne offensive
Target entity description: The German Aisne-Marne offensive was a major German attack on the Western Front in World War I, launched in 1918 as part of the Spring Offensive in an attempt to break Allied lines in France before American forces could fully deploy.
  • A. Arras Offensive
    The Arras Offensive was a major British-led Allied attack on the Western Front in April–May 1917, intended to break through German lines near the French city of Arras during World War I.
  • B. Nivelle Offensive
    The Nivelle Offensive was a major but ultimately disastrous French-led Allied attack on the Western Front in 1917, intended to break the stalemate of trench warfare but resulting in heavy casualties and widespread mutinies in the French Army.
  • C. German Spring Offensive (1918) chosen
    The German Spring Offensive of 1918 was a major series of German attacks on the Western Front during World War I, launched in a final attempt to break Allied lines before American forces could fully deploy.
  • D. Meuse–Argonne Offensive
    The Meuse–Argonne Offensive was a major World War I Allied campaign on the Western Front in 1918, involving large-scale American forces and contributing significantly to the final defeat of Germany.
  • E. Second Battle of the Marne
    The Second Battle of the Marne was a major 1918 World War I offensive and counteroffensive on the Western Front that marked the last significant German attack and a decisive turning point in favor of the Allies.
  • F. None of above.

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_69d7bdec9f9c8190b4bac675b7588211 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96147f49c8190b701e1e27e207a95 completed April 10, 2026, 8:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69f66873706c8190a9908d1a8629b1c5 completed May 2, 2026, 9:11 p.m.
NEDg Description generation batch_69f669a5d43c81909881cfd1f3797d4c completed May 2, 2026, 9:16 p.m.
NED2 Entity disambiguation (via description) batch_69f66a2da60881909b0a689821456bb4 completed May 2, 2026, 9:18 p.m.
Created at: April 9, 2026, 5:16 p.m.