Triple

T21264786
Position Surface form Disambiguated ID Type / Status
Subject RFC 5991 E524097 entity
Predicate workingGroup P9939 FINISHED
Object Behavior Engineering for Hindrance Avoidance (behave)
Behavior Engineering for Hindrance Avoidance (behave) was an IETF working group focused on standardizing technologies and practices for Network Address Translation (NAT) traversal and related middlebox behavior to improve end-to-end Internet connectivity.
E1474996 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: Behavior Engineering for Hindrance Avoidance (behave) | Statement: [RFC 5991, workingGroup, Behavior Engineering for Hindrance Avoidance (behave)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Behavior Engineering for Hindrance Avoidance (behave)
Context triple: [RFC 5991, workingGroup, Behavior Engineering for Hindrance Avoidance (behave)]
  • A. A Behavior System
    A Behavior System is a seminal psychological work by Clark L. Hull that presents a systematic, mathematical theory of learning and motivation based on behaviorist principles.
  • B. Engineering of Consent
    Engineering of Consent is a seminal 1955 book by public relations pioneer Edward Bernays that explores how mass media and psychological techniques can be used to shape public opinion and democratic consent.
  • C. The Organization of Behavior
    The Organization of Behavior is a landmark 1949 book by psychologist Donald Hebb that introduced the influential theory of Hebbian learning to explain how neural networks underlie learning and behavior.
  • D. From Text to Action
    From Text to Action is a philosophical work by Paul Ricoeur that explores how written texts generate meaning and influence human action through interpretation and hermeneutics.
  • E. Human Behavior and the Principle of Least Effort
    "Human Behavior and the Principle of Least Effort" is a seminal 1949 book by linguist George Kingsley Zipf that proposes people naturally minimize effort in language and behavior, helping explain patterns such as Zipf’s law in word frequencies.
  • 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: Behavior Engineering for Hindrance Avoidance (behave)
Triple: [RFC 5991, workingGroup, Behavior Engineering for Hindrance Avoidance (behave)]
Generated description
Behavior Engineering for Hindrance Avoidance (behave) was an IETF working group focused on standardizing technologies and practices for Network Address Translation (NAT) traversal and related middlebox behavior to improve end-to-end Internet connectivity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Behavior Engineering for Hindrance Avoidance (behave)
Target entity description: Behavior Engineering for Hindrance Avoidance (behave) was an IETF working group focused on standardizing technologies and practices for Network Address Translation (NAT) traversal and related middlebox behavior to improve end-to-end Internet connectivity.
  • A. A Behavior System
    A Behavior System is a seminal psychological work by Clark L. Hull that presents a systematic, mathematical theory of learning and motivation based on behaviorist principles.
  • B. Engineering of Consent
    Engineering of Consent is a seminal 1955 book by public relations pioneer Edward Bernays that explores how mass media and psychological techniques can be used to shape public opinion and democratic consent.
  • C. The Organization of Behavior
    The Organization of Behavior is a landmark 1949 book by psychologist Donald Hebb that introduced the influential theory of Hebbian learning to explain how neural networks underlie learning and behavior.
  • D. From Text to Action
    From Text to Action is a philosophical work by Paul Ricoeur that explores how written texts generate meaning and influence human action through interpretation and hermeneutics.
  • E. Human Behavior and the Principle of Least Effort
    "Human Behavior and the Principle of Least Effort" is a seminal 1949 book by linguist George Kingsley Zipf that proposes people naturally minimize effort in language and behavior, helping explain patterns such as Zipf’s law in word frequencies.
  • 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_69e0b5156d7881909bd4f83676590715 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e735ea74e0819099d724de95996c90 completed April 21, 2026, 8:31 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0990011bf0819090faef141ffaabf1 completed May 17, 2026, 9:53 a.m.
NEDg Description generation batch_6a09912674208190b30d2ba4b75dcf06 completed May 17, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_6a09928878208190bdfdbfa4d33350e1 completed May 17, 2026, 10:03 a.m.
Created at: April 16, 2026, 4 p.m.