Triple

T2111398
Position Surface form Disambiguated ID Type / Status
Subject free culture movement E42510 entity
Predicate influencedBy P9 FINISHED
Object Yochai Benkler
Yochai Benkler is a legal scholar and theorist known for his work on commons-based peer production, open-source collaboration, and the political economy of the digital age.
 E234102 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: Yochai Benkler | Statement: [free culture movement, influencedBy, Yochai Benkler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Yochai Benkler
Context triple: [free culture movement, influencedBy, Yochai Benkler]
  • A. Lawrence Lessig
    Lawrence Lessig is an American legal scholar and activist known for his work on copyright reform, internet freedom, and campaign finance, and as the founder of Creative Commons.
  • B. Tim Wu
    Tim Wu is a legal scholar and Columbia Law School professor best known for his influential work on technology policy, antitrust, and internet regulation.
  • C. Nicholas Negroponte
    Nicholas Negroponte is an American architect and technology visionary best known as the founding director of the MIT Media Lab and a prominent advocate for the digital revolution.
  • D. Nikolas Rose
    Nikolas Rose is a British sociologist and social theorist known for his influential work on governmentality, biopolitics, and the social implications of the life sciences.
  • E. Jonathan I. Schwartz
    Jonathan I. Schwartz is an American technology executive best known for serving as the CEO of Sun Microsystems during the mid-2000s.
  • 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: Yochai Benkler
Triple: [free culture movement, influencedBy, Yochai Benkler]
Generated description
Yochai Benkler is a legal scholar and theorist known for his work on commons-based peer production, open-source collaboration, and the political economy of the digital age.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Yochai Benkler
Target entity description: Yochai Benkler is a legal scholar and theorist known for his work on commons-based peer production, open-source collaboration, and the political economy of the digital age.
  • A. Lawrence Lessig
    Lawrence Lessig is an American legal scholar and activist known for his work on copyright reform, internet freedom, and campaign finance, and as the founder of Creative Commons.
  • B. Tim Wu
    Tim Wu is a legal scholar and Columbia Law School professor best known for his influential work on technology policy, antitrust, and internet regulation.
  • C. Nicholas Negroponte
    Nicholas Negroponte is an American architect and technology visionary best known as the founding director of the MIT Media Lab and a prominent advocate for the digital revolution.
  • D. Nikolas Rose
    Nikolas Rose is a British sociologist and social theorist known for his influential work on governmentality, biopolitics, and the social implications of the life sciences.
  • E. Jonathan I. Schwartz
    Jonathan I. Schwartz is an American technology executive best known for serving as the CEO of Sun Microsystems during the mid-2000s.
  • 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_69a8871040f08190aac2e2d0ab6b47ad completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abbb0369a88190af02f0e4e05e2511 completed March 7, 2026, 5:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae30721e1c8190869d577f58015141 completed March 9, 2026, 2:29 a.m.
NEDg Description generation batch_69ae3112c4648190952ad02ef8037b36 completed March 9, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_69ae319b3d688190adea922024e552cd completed March 9, 2026, 2:34 a.m.
Created at: March 4, 2026, 7:43 p.m.