Triple

T9016559
Position Surface form Disambiguated ID Type / Status
Subject The Blacklist E215606 entity
Predicate starring P1507 FINISHED
Object Hisham Tawfiq
Hisham Tawfiq is an American actor best known for his role as Dembe Zuma on the television series "The Blacklist."
 E775635 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: Hisham Tawfiq | Statement: [The Blacklist, starring, Hisham Tawfiq]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hisham Tawfiq
Context triple: [The Blacklist, starring, Hisham Tawfiq]
  • A. Hassan Aref
    Hassan Aref was a prominent physicist and engineer known for his pioneering contributions to fluid dynamics, particularly in vortex dynamics and chaotic advection.
  • B. Ali Abu al-Ragheb
    Ali Abu al-Ragheb is a Jordanian politician who served as the country's prime minister in the early 2000s, overseeing economic reforms and modernization efforts.
  • C. Khairat el-Shater
    Khairat el-Shater is an Egyptian businessman and leading political figure who served as a chief strategist and deputy leader of the Muslim Brotherhood, playing a central role in its post-2011 political rise.
  • D. Samir Amer
    Samir Amer is a notable individual recognized for bearing the surname Amer.
  • E. Nabil Amer
    Nabil Amer is a person notable enough to be recognized as a namesake of the surname Amer.
  • 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: Hisham Tawfiq
Triple: [The Blacklist, starring, Hisham Tawfiq]
Generated description
Hisham Tawfiq is an American actor best known for his role as Dembe Zuma on the television series "The Blacklist."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hisham Tawfiq
Target entity description: Hisham Tawfiq is an American actor best known for his role as Dembe Zuma on the television series "The Blacklist."
  • A. Hassan Aref
    Hassan Aref was a prominent physicist and engineer known for his pioneering contributions to fluid dynamics, particularly in vortex dynamics and chaotic advection.
  • B. Ali Abu al-Ragheb
    Ali Abu al-Ragheb is a Jordanian politician who served as the country's prime minister in the early 2000s, overseeing economic reforms and modernization efforts.
  • C. Khairat el-Shater
    Khairat el-Shater is an Egyptian businessman and leading political figure who served as a chief strategist and deputy leader of the Muslim Brotherhood, playing a central role in its post-2011 political rise.
  • D. Samir Amer
    Samir Amer is a notable individual recognized for bearing the surname Amer.
  • E. Nabil Amer
    Nabil Amer is a person notable enough to be recognized as a namesake of the surname Amer.
  • 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_69ca83a38aa88190bf1bb80c4548b5e2 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc69fd2a888190a20bf18cd226a180 completed April 1, 2026, 12:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69cffda389988190beb6b6ea9352efcc completed April 3, 2026, 5:49 p.m.
NEDg Description generation batch_69cfff51b8c0819093b2c348fd7819fe completed April 3, 2026, 5:56 p.m.
NED2 Entity disambiguation (via description) batch_69d0014b9c108190b4abe8c974677d31 completed April 3, 2026, 6:04 p.m.
Created at: March 30, 2026, 7:06 p.m.