Triple

T15924922
Position Surface form Disambiguated ID Type / Status
Subject Drenica massacres E386182 entity
Predicate partOf P40 FINISHED
Object Serbian counter-insurgency campaign in Kosovo
The Serbian counter-insurgency campaign in Kosovo was a series of military and police operations by Yugoslav and Serbian forces in the late 1990s aimed at crushing the Kosovo Albanian insurgency, marked by widespread human rights abuses and contributing to the 1998–1999 Kosovo War.
E11743 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: Serbian counter-insurgency campaign in Kosovo | Statement: [Drenica massacres, partOf, Serbian counter-insurgency campaign in Kosovo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Serbian counter-insurgency campaign in Kosovo
Context triple: [Drenica massacres, partOf, Serbian counter-insurgency campaign in Kosovo]
  • A. Insurgency in the Preševo Valley
    The Insurgency in the Preševo Valley was an ethnic Albanian armed rebellion against Serbian and Yugoslav security forces in southern Serbia from 1999 to 2001, linked to the wider post-Kosovo War tensions in the region.
  • B. Kosovo War
    The Kosovo War was a late-1990s armed conflict in the Balkans between Yugoslav/Serbian forces and ethnic Albanian separatists, which prompted a NATO bombing campaign and ultimately led to the withdrawal of Serbian forces from Kosovo.
  • C. Insurgency in the Republic of Macedonia
    The Insurgency in the Republic of Macedonia was a 2001 armed conflict between ethnic Albanian insurgents and Macedonian security forces that threatened to destabilize the newly independent Balkan state in the aftermath of the Yugoslav Wars.
  • D. Operation Deliberate Force
    Operation Deliberate Force was a 1995 NATO air campaign against Bosnian Serb forces that marked a decisive military intervention in the Bosnian War.
  • E. Italian occupation of Kosovo
    The Italian occupation of Kosovo was a World War II-era military and administrative control of Kosovo by Fascist Italy, marked by its incorporation into Italian-occupied Albania and significant political and ethnic tensions.
  • 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: Serbian counter-insurgency campaign in Kosovo
Triple: [Drenica massacres, partOf, Serbian counter-insurgency campaign in Kosovo]
Generated description
The Serbian counter-insurgency campaign in Kosovo was a series of military and police operations by Yugoslav and Serbian forces in the late 1990s aimed at crushing the Kosovo Albanian insurgency, marked by widespread human rights abuses and contributing to the 1998–1999 Kosovo War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Serbian counter-insurgency campaign in Kosovo
Target entity description: The Serbian counter-insurgency campaign in Kosovo was a series of military and police operations by Yugoslav and Serbian forces in the late 1990s aimed at crushing the Kosovo Albanian insurgency, marked by widespread human rights abuses and contributing to the 1998–1999 Kosovo War.
  • A. Insurgency in the Preševo Valley
    The Insurgency in the Preševo Valley was an ethnic Albanian armed rebellion against Serbian and Yugoslav security forces in southern Serbia from 1999 to 2001, linked to the wider post-Kosovo War tensions in the region.
  • B. Kosovo War chosen
    The Kosovo War was a late-1990s armed conflict in the Balkans between Yugoslav/Serbian forces and ethnic Albanian separatists, which prompted a NATO bombing campaign and ultimately led to the withdrawal of Serbian forces from Kosovo.
  • C. Insurgency in the Republic of Macedonia
    The Insurgency in the Republic of Macedonia was a 2001 armed conflict between ethnic Albanian insurgents and Macedonian security forces that threatened to destabilize the newly independent Balkan state in the aftermath of the Yugoslav Wars.
  • D. Operation Deliberate Force
    Operation Deliberate Force was a 1995 NATO air campaign against Bosnian Serb forces that marked a decisive military intervention in the Bosnian War.
  • E. Italian occupation of Kosovo
    The Italian occupation of Kosovo was a World War II-era military and administrative control of Kosovo by Fascist Italy, marked by its incorporation into Italian-occupied Albania and significant political and ethnic tensions.
  • 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_69d86da750008190987eb26be3f6c118 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1568424f08190bffe6ee465a0db9a completed April 16, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb5adcde88190ae2a845aaa9d31ac completed May 9, 2026, 10:31 p.m.
NEDg Description generation batch_69ffb6c4a66c8190bba70da71c9ec576 completed May 9, 2026, 10:35 p.m.
NED2 Entity disambiguation (via description) batch_69ffb7a373d88190a2fcf75022f3e161 completed May 9, 2026, 10:39 p.m.
Created at: April 10, 2026, 4:52 a.m.