Triple

T4651210
Position Surface form Disambiguated ID Type / Status
Subject Language Models are Few-Shot Learners E102297 entity
Predicate author P4 FINISHED
Object Benjamin Chess E457870 NE FINISHED

How this triple was built (2 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: [Language Models are Few-Shot Learners, author, Benjamin Chess]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benjamin Chess
Context triple: [Language Models are Few-Shot Learners, author, Benjamin Chess]
  • A. Benjamin Chess chosen
    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.
  • B. Arthur Guez
    Arthur Guez is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Double DQN algorithm.
  • C. Arthur Schoenfeld
    Arthur Schoenfeld was an American diplomat who served as the United States Ambassador to Hungary during the mid-20th century.
  • D. 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.
  • E. Benjamin Franklin Fischer
    Benjamin Franklin Fischer is a central character in the horror novel and film "The Legend of Hell House," known as a physical medium who previously survived a deadly investigation of the infamous Belasco House.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69bd630343f88190954d19fcd18a5864 completed March 20, 2026, 3:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69be0374967c8190b77bcd3ea1c4d59d completed March 21, 2026, 2:33 a.m.
Created at: March 20, 2026, 1:14 p.m.