Triple

T18523717
Position Surface form Disambiguated ID Type / Status
Subject Heather Zichal E452658 entity
Predicate employer P7 FINISHED
Object Biden 2020 presidential campaign
The Biden 2020 presidential campaign was Joe Biden’s successful effort to win the U.S. presidency, centered on defeating Donald Trump and promoting a platform focused on restoring political norms, expanding healthcare, and addressing climate change and racial justice.
E5269 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: Biden 2020 presidential campaign | Statement: [Heather Zichal, employer, Biden 2020 presidential campaign]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Biden 2020 presidential campaign
Context triple: [Heather Zichal, employer, Biden 2020 presidential campaign]
  • A. Biden administration
    The Biden administration is the U.S. presidential administration led by President Joe Biden, beginning in January 2021 and characterized by initiatives on COVID-19 relief, infrastructure, climate policy, and economic recovery.
  • B. Obama for America
    Obama for America was the official campaign organization for Barack Obama’s presidential bids, responsible for fundraising, organizing volunteers, and managing his electoral strategy.
  • C. Hillary Clinton 2016 presidential campaign
    The Hillary Clinton 2016 presidential campaign was the Democratic Party effort led by former Secretary of State Hillary Clinton in an ultimately unsuccessful bid for the U.S. presidency against Republican nominee Donald Trump.
  • D. 2020 United States presidential election
    The 2020 United States presidential election was a highly contentious national vote in which Democratic nominee Joe Biden defeated incumbent President Donald Trump amid record turnout and extensive mail-in voting.
  • E. Barack Obama 2008 presidential campaign
    The Barack Obama 2008 presidential campaign was the successful Democratic bid that led to Obama becoming the first African American president of the United States, notable for its grassroots organizing, digital strategy, and message of "hope" and "change."
  • 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: Biden 2020 presidential campaign
Triple: [Heather Zichal, employer, Biden 2020 presidential campaign]
Generated description
The Biden 2020 presidential campaign was Joe Biden’s successful effort to win the U.S. presidency, centered on defeating Donald Trump and promoting a platform focused on restoring political norms, expanding healthcare, and addressing climate change and racial justice.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Biden 2020 presidential campaign
Target entity description: The Biden 2020 presidential campaign was Joe Biden’s successful effort to win the U.S. presidency, centered on defeating Donald Trump and promoting a platform focused on restoring political norms, expanding healthcare, and addressing climate change and racial justice.
  • A. Biden administration
    The Biden administration is the U.S. presidential administration led by President Joe Biden, beginning in January 2021 and characterized by initiatives on COVID-19 relief, infrastructure, climate policy, and economic recovery.
  • B. Obama for America
    Obama for America was the official campaign organization for Barack Obama’s presidential bids, responsible for fundraising, organizing volunteers, and managing his electoral strategy.
  • C. Hillary Clinton 2016 presidential campaign
    The Hillary Clinton 2016 presidential campaign was the Democratic Party effort led by former Secretary of State Hillary Clinton in an ultimately unsuccessful bid for the U.S. presidency against Republican nominee Donald Trump.
  • D. 2020 United States presidential election chosen
    The 2020 United States presidential election was a highly contentious national vote in which Democratic nominee Joe Biden defeated incumbent President Donald Trump amid record turnout and extensive mail-in voting.
  • E. Barack Obama 2008 presidential campaign
    The Barack Obama 2008 presidential campaign was the successful Democratic bid that led to Obama becoming the first African American president of the United States, notable for its grassroots organizing, digital strategy, and message of "hope" and "change."
  • 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_69d8d387b5548190aa030dad2cb4947e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e533908b0c81908725baf828aa46ff completed April 19, 2026, 7:57 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0491746a548190a6922b40db6fde47 completed May 13, 2026, 2:57 p.m.
NEDg Description generation batch_6a04922aa908819093d00f57fdb00627 completed May 13, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_6a04933727488190b7a04789a17a16a0 completed May 13, 2026, 3:05 p.m.
Created at: April 10, 2026, 11:37 a.m.