Triple

T18978493
Position Surface form Disambiguated ID Type / Status
Subject Austro-Hungarian invasion of Serbia (August 1914) E464358 entity
Predicate followedBy P78 FINISHED
Object Second Austro-Hungarian invasion of Serbia (late 1914)
The Second Austro-Hungarian invasion of Serbia in late 1914 was a renewed Central Powers offensive on the Serbian front during World War I that initially achieved gains but ultimately failed to knock Serbia out of the war.
E1354020 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: Second Austro-Hungarian invasion of Serbia (late 1914) | Statement: [Austro-Hungarian invasion of Serbia (August 1914), followedBy, Second Austro-Hungarian invasion of Serbia (late 1914)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Second Austro-Hungarian invasion of Serbia (late 1914)
Context triple: [Austro-Hungarian invasion of Serbia (August 1914), followedBy, Second Austro-Hungarian invasion of Serbia (late 1914)]
  • A. Austro-Hungarian invasion of Serbia (August 1914)
    The Austro-Hungarian invasion of Serbia in August 1914 was the Habsburg Empire’s initial World War I offensive against Serbia, launched in response to the assassination of Archduke Franz Ferdinand and intended to quickly subdue the Serbian state.
  • B. Invasion of Serbia (1915)
    The Invasion of Serbia (1915) was a Central Powers offensive during World War I that overwhelmed Serbian forces, leading to the occupation of Serbia and a massive civilian and military retreat through Albania.
  • C. Second Norman invasion of the Balkans
    The Second Norman invasion of the Balkans was a late 11th-century military campaign in which Norman forces from southern Italy attacked and temporarily captured key Byzantine territories in the western Balkans.
  • D. Hungarian invasion of Yugoslavia
    The Hungarian invasion of Yugoslavia was Hungary’s 1941 military campaign, coordinated with Nazi Germany and its allies, to occupy parts of northern Yugoslavia during World War II.
  • E. Siege of Scutari (1912–1913)
    The Siege of Scutari (1912–1913) was a major Balkan Wars operation in which Balkan forces besieged the Ottoman-held city of Scutari (Shkodër), drawing intense international attention before the city was ultimately surrendered and placed under Albanian control.
  • 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: Second Austro-Hungarian invasion of Serbia (late 1914)
Triple: [Austro-Hungarian invasion of Serbia (August 1914), followedBy, Second Austro-Hungarian invasion of Serbia (late 1914)]
Generated description
The Second Austro-Hungarian invasion of Serbia in late 1914 was a renewed Central Powers offensive on the Serbian front during World War I that initially achieved gains but ultimately failed to knock Serbia out of the war.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Second Austro-Hungarian invasion of Serbia (late 1914)
Target entity description: The Second Austro-Hungarian invasion of Serbia in late 1914 was a renewed Central Powers offensive on the Serbian front during World War I that initially achieved gains but ultimately failed to knock Serbia out of the war.
  • A. Austro-Hungarian invasion of Serbia (August 1914)
    The Austro-Hungarian invasion of Serbia in August 1914 was the Habsburg Empire’s initial World War I offensive against Serbia, launched in response to the assassination of Archduke Franz Ferdinand and intended to quickly subdue the Serbian state.
  • B. Invasion of Serbia (1915)
    The Invasion of Serbia (1915) was a Central Powers offensive during World War I that overwhelmed Serbian forces, leading to the occupation of Serbia and a massive civilian and military retreat through Albania.
  • C. Second Norman invasion of the Balkans
    The Second Norman invasion of the Balkans was a late 11th-century military campaign in which Norman forces from southern Italy attacked and temporarily captured key Byzantine territories in the western Balkans.
  • D. Hungarian invasion of Yugoslavia
    The Hungarian invasion of Yugoslavia was Hungary’s 1941 military campaign, coordinated with Nazi Germany and its allies, to occupy parts of northern Yugoslavia during World War II.
  • E. Siege of Scutari (1912–1913)
    The Siege of Scutari (1912–1913) was a major Balkan Wars operation in which Balkan forces besieged the Ottoman-held city of Scutari (Shkodër), drawing intense international attention before the city was ultimately surrendered and placed under Albanian control.
  • 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_69d8dd008af48190a97ff1c6488edf1b completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5d621e3e08190b2d1d969ecaa380b completed April 20, 2026, 7:30 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05b44eb8048190ad7777cd53244d17 completed May 14, 2026, 11:38 a.m.
NEDg Description generation batch_6a05b706025c8190aed7945dad186ba5 completed May 14, 2026, 11:50 a.m.
NED2 Entity disambiguation (via description) batch_6a05b7e153948190b19a6ad3ffff2aba completed May 14, 2026, 11:54 a.m.
Created at: April 10, 2026, noon