Triple

T20384902
Position Surface form Disambiguated ID Type / Status
Subject Almost Angels E497933 entity
Predicate screenwriter P2831 FINISHED
Object Robert A. Stemmle
Robert A. Stemmle was a German screenwriter and film director known for his work on numerous mid-20th-century German films and international co-productions.
 E1538800 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: Robert A. Stemmle | Statement: [Almost Angels, screenwriter, Robert A. Stemmle]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Robert A. Stemmle
Context triple: [Almost Angels, screenwriter, Robert A. Stemmle]
  • A. Robert J. Damminger
    Robert J. Damminger is an American local government official and politician who has served in leadership roles in Gloucester County, New Jersey.
  • B. Richard A. Diehl
    Richard A. Diehl is an American archaeologist and Mesoamericanist best known for his influential research on the Olmec civilization and early complex societies in ancient Mexico.
  • C. Richard J. Hieb
    Richard J. Hieb is a former NASA astronaut and engineer who flew on three Space Shuttle missions in the early 1990s, contributing to satellite deployment, repair, and microgravity research.
  • D. Galen D. Stucky
    Galen D. Stucky is an American chemist renowned for his pioneering work in materials chemistry, particularly in the design and synthesis of porous and mesostructured materials.
  • E. James D. Meindl
    James D. Meindl was a pioneering American electrical engineer and academic renowned for his influential contributions to microelectronics and semiconductor technology.
  • 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: Robert A. Stemmle
Triple: [Almost Angels, screenwriter, Robert A. Stemmle]
Generated description
Robert A. Stemmle was a German screenwriter and film director known for his work on numerous mid-20th-century German films and international co-productions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Robert A. Stemmle
Target entity description: Robert A. Stemmle was a German screenwriter and film director known for his work on numerous mid-20th-century German films and international co-productions.
  • A. Robert J. Damminger
    Robert J. Damminger is an American local government official and politician who has served in leadership roles in Gloucester County, New Jersey.
  • B. Richard A. Diehl
    Richard A. Diehl is an American archaeologist and Mesoamericanist best known for his influential research on the Olmec civilization and early complex societies in ancient Mexico.
  • C. Richard J. Hieb
    Richard J. Hieb is a former NASA astronaut and engineer who flew on three Space Shuttle missions in the early 1990s, contributing to satellite deployment, repair, and microgravity research.
  • D. Galen D. Stucky
    Galen D. Stucky is an American chemist renowned for his pioneering work in materials chemistry, particularly in the design and synthesis of porous and mesostructured materials.
  • E. James D. Meindl
    James D. Meindl was a pioneering American electrical engineer and academic renowned for his influential contributions to microelectronics and semiconductor technology.
  • 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_69e0b4a71ebc8190b153a36c738730f4 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6790a31a4819099b2e6df2bafe547 completed April 20, 2026, 7:05 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0b123d57b08190b6cbdd33574bccee completed May 18, 2026, 1:21 p.m.
NEDg Description generation batch_6a0b148bfce881908e394c41f069cd63 completed May 18, 2026, 1:30 p.m.
NED2 Entity disambiguation (via description) batch_6a0b1514991c8190b1c26422aa7d68fd completed May 18, 2026, 1:33 p.m.
Created at: April 16, 2026, 11:28 a.m.