Triple

T2223555
Position Surface form Disambiguated ID Type / Status
Subject Erich Ludendorff E48594 entity
Predicate conflict P12 FINISHED
Object Battle of Liège
The Battle of Liège was the opening engagement of World War I on the Western Front, where German forces launched a major assault on Belgium’s fortified city of Liège in August 1914.
E246060 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: Battle of Liège | Statement: [Erich Ludendorff, conflict, Battle of Liège]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Battle of Liège
Context triple: [Erich Ludendorff, conflict, Battle of Liège]
  • A. Battle of the Frontiers
    The Battle of the Frontiers was a series of early World War I engagements in August 1914 along the French-German and Belgian borders, where initial clashes between the Allies and Germany set the stage for the subsequent Western Front stalemate.
  • B. Battle of Fort Eben-Emael
    The Battle of Fort Eben-Emael was a pivotal early World War II engagement in May 1940 in which German airborne troops used innovative glider-borne assaults and shaped charges to neutralize a key Belgian fortress, enabling the rapid German advance into Western Europe.
  • C. Battle of Mons
    The Battle of Mons was a First World War engagement in August 1914 where the British Expeditionary Force first clashed with the German army in Belgium, marking the start of Britain's major ground fighting on the Western Front.
  • D. Sambre–Meuse campaign
    The Sambre–Meuse campaign was a major 1794 French Revolutionary offensive in the Low Countries that secured decisive victories over Coalition forces and helped shift the war’s momentum in favor of revolutionary France.
  • E. Battle of Hannut
    The Battle of Hannut was a major World War II tank engagement in May 1940 between French and German forces in Belgium, often cited as one of the first large-scale armored battles in history.
  • 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: Battle of Liège
Triple: [Erich Ludendorff, conflict, Battle of Liège]
Generated description
The Battle of Liège was the opening engagement of World War I on the Western Front, where German forces launched a major assault on Belgium’s fortified city of Liège in August 1914.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Battle of Liège
Target entity description: The Battle of Liège was the opening engagement of World War I on the Western Front, where German forces launched a major assault on Belgium’s fortified city of Liège in August 1914.
  • A. Battle of the Frontiers
    The Battle of the Frontiers was a series of early World War I engagements in August 1914 along the French-German and Belgian borders, where initial clashes between the Allies and Germany set the stage for the subsequent Western Front stalemate.
  • B. Battle of Fort Eben-Emael
    The Battle of Fort Eben-Emael was a pivotal early World War II engagement in May 1940 in which German airborne troops used innovative glider-borne assaults and shaped charges to neutralize a key Belgian fortress, enabling the rapid German advance into Western Europe.
  • C. Battle of Mons
    The Battle of Mons was a First World War engagement in August 1914 where the British Expeditionary Force first clashed with the German army in Belgium, marking the start of Britain's major ground fighting on the Western Front.
  • D. Sambre–Meuse campaign
    The Sambre–Meuse campaign was a major 1794 French Revolutionary offensive in the Low Countries that secured decisive victories over Coalition forces and helped shift the war’s momentum in favor of revolutionary France.
  • E. Battle of Hannut
    The Battle of Hannut was a major World War II tank engagement in May 1940 between French and German forces in Belgium, often cited as one of the first large-scale armored battles in history.
  • 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_69a88aa51b388190949868ec9766e587 completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc03d1df88190950c691a4c246bd1 completed March 7, 2026, 6:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae6562c9448190b53c068c900bf0bf completed March 9, 2026, 6:14 a.m.
NEDg Description generation batch_69ae667dede88190b3d1f8bb8866e19e completed March 9, 2026, 6:19 a.m.
NED2 Entity disambiguation (via description) batch_69ae66f12c648190a146de7b2bfdb541 completed March 9, 2026, 6:21 a.m.
Created at: March 4, 2026, 7:47 p.m.