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.