Triple

T4651178
Position Surface form Disambiguated ID Type / Status
Subject Tom B. Brown E102297 entity
Predicate hasCoAuthor P2389 FINISHED
Object Benjamin Chess
Benjamin Chess is a computer scientist and AI researcher known for co-authoring influential work in large-scale language models alongside figures such as Tom B. Brown.
E457870 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: Benjamin Chess | Statement: [Tom B. Brown, hasCoAuthor, Benjamin Chess]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benjamin Chess
Context triple: [Tom B. Brown, hasCoAuthor, Benjamin Chess]
  • A. Arthur Guez
    Arthur Guez is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Double DQN algorithm.
  • B. Arthur Schoenfeld
    Arthur Schoenfeld was an American diplomat who served as the United States Ambassador to Hungary during the mid-20th century.
  • C. Benjamin Russell
    Benjamin Russell was an American journalist and newspaper editor credited with popularizing the term "Era of Good Feelings" to describe the period of political harmony following the War of 1812.
  • D. Benjamin Kanes
    Benjamin Kanes is an American actor and filmmaker known for supporting roles in film and television, including appearances in projects like "The Visit."
  • E. Bradley J. Fischer
    Bradley J. Fischer is an American film producer known for his work on major Hollywood thrillers and dramas, including collaborations with prominent directors on films like "The Departed."
  • 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: Benjamin Chess
Triple: [Tom B. Brown, hasCoAuthor, Benjamin Chess]
Generated description
Benjamin Chess is a computer scientist and AI researcher known for co-authoring influential work in large-scale language models alongside figures such as Tom B. Brown.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benjamin Chess
Target entity description: Benjamin Chess is a computer scientist and AI researcher known for co-authoring influential work in large-scale language models alongside figures such as Tom B. Brown.
  • A. Arthur Guez
    Arthur Guez is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Double DQN algorithm.
  • B. Arthur Schoenfeld
    Arthur Schoenfeld was an American diplomat who served as the United States Ambassador to Hungary during the mid-20th century.
  • C. Benjamin Russell
    Benjamin Russell was an American journalist and newspaper editor credited with popularizing the term "Era of Good Feelings" to describe the period of political harmony following the War of 1812.
  • D. Benjamin Kanes
    Benjamin Kanes is an American actor and filmmaker known for supporting roles in film and television, including appearances in projects like "The Visit."
  • E. Bradley J. Fischer
    Bradley J. Fischer is an American film producer known for his work on major Hollywood thrillers and dramas, including collaborations with prominent directors on films like "The Departed."
  • 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_69bd43d71a308190afea7280841b0de8 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd6c3d1cb88190a42919dcbfe2568c completed March 20, 2026, 3:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdfae7636881908244b86cba1c66b7 completed March 21, 2026, 1:56 a.m.
NEDg Description generation batch_69bdfbc12acc8190b8116a6003abb3e3 completed March 21, 2026, 2 a.m.
NED2 Entity disambiguation (via description) batch_69bdfc44536c8190a71e52b0690a7570 completed March 21, 2026, 2:02 a.m.
Created at: March 20, 2026, 1:14 p.m.