Triple

T18258389
Position Surface form Disambiguated ID Type / Status
Subject Language Models are Unsupervised Multitask Learners E437278 entity
Predicate author P4 FINISHED
Object Jeff Wu
Jeff Wu is a machine learning researcher known for his work on large language models, including co-authoring the influential "Language Models are Unsupervised Multitask Learners" paper on GPT-2.
 E104412 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: Jeff Wu | Statement: [Language Models are Unsupervised Multitask Learners, author, Jeff Wu]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Jeff Wu
Context triple: [Language Models are Unsupervised Multitask Learners, author, Jeff Wu]
  • A. Jeff Wu
    Jeff Wu is a machine learning researcher known for his work on large language models, including co-authoring the original GPT-2 paper at OpenAI.
  • B. Leo Wu
    Leo Wu is a popular Chinese actor known for his roles in historical and fantasy television dramas and films.
  • C. Richard Cheng
    Richard Cheng is a character in the "Crazy Rich Asians" universe, known as the wealthy, old-money uncle of Nick Young.
  • D. William Li
    William Li is a Chinese entrepreneur best known as the founder and CEO of the electric vehicle company NIO.
  • E. Jerry Chen
    Jerry Chen is a prominent venture capitalist and general partner at Greylock Partners, known for investing in enterprise software and infrastructure startups.
  • 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: Jeff Wu
Triple: [Language Models are Unsupervised Multitask Learners, author, Jeff Wu]
Generated description
Jeff Wu is a machine learning researcher known for his work on large language models, including co-authoring the influential "Language Models are Unsupervised Multitask Learners" paper on GPT-2.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Jeff Wu
Target entity description: Jeff Wu is a machine learning researcher known for his work on large language models, including co-authoring the influential "Language Models are Unsupervised Multitask Learners" paper on GPT-2.
  • A. Jeff Wu chosen
    Jeff Wu is a machine learning researcher known for his work on large language models, including co-authoring the original GPT-2 paper at OpenAI.
  • B. Leo Wu
    Leo Wu is a popular Chinese actor known for his roles in historical and fantasy television dramas and films.
  • C. Richard Cheng
    Richard Cheng is a character in the "Crazy Rich Asians" universe, known as the wealthy, old-money uncle of Nick Young.
  • D. William Li
    William Li is a Chinese entrepreneur best known as the founder and CEO of the electric vehicle company NIO.
  • E. Jerry Chen
    Jerry Chen is a prominent venture capitalist and general partner at Greylock Partners, known for investing in enterprise software and infrastructure startups.
  • 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_69d8b913351c8190932b6a426de04b41 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4fd8879e88190893f8da7c3529496 completed April 19, 2026, 4:06 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03c4b47360819088f8e49c65992569 completed May 13, 2026, 12:24 a.m.
NEDg Description generation batch_6a03c52d0ba48190845d461df02c3aa3 completed May 13, 2026, 12:26 a.m.
NED2 Entity disambiguation (via description) batch_6a03c5dd07488190ae04c6b406ab29c9 completed May 13, 2026, 12:29 a.m.
Created at: April 10, 2026, 10:34 a.m.