Triple

T5885087
Position Surface form Disambiguated ID Type / Status
Subject Stacey Sher E130841 entity
Predicate notableWork P4 FINISHED
Object Freedom Writers
Freedom Writers is a 2007 American drama film, starring Hilary Swank and based on a true story, about an idealistic teacher who inspires her at-risk students through writing and personal storytelling.
E554571 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: Freedom Writers | Statement: [Stacey Sher, notableWork, Freedom Writers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Freedom Writers
Context triple: [Stacey Sher, notableWork, Freedom Writers]
  • A. Stand and Deliver
    "Stand and Deliver" is a bluegrass album by the Steep Canyon Rangers showcasing their contemporary take on traditional string-band music.
  • B. Dead Poets Society
    Dead Poets Society is a 1989 American drama film about an unorthodox English teacher who inspires his students to embrace poetry, individuality, and "carpe diem" at a conservative boarding school.
  • C. The Great Debaters
    The Great Debaters is a 2007 American drama film, produced by Oprah Winfrey and starring Denzel Washington, that chronicles the true story of a pioneering African American college debate team in the 1930s.
  • D. Mr. Holland's Opus
    Mr. Holland's Opus is a 1995 drama film about a dedicated music teacher whose lifelong dream of composing is reshaped by the profound impact he has on his students.
  • E. I School
    The I School is the School of Information at the University of California, Berkeley, specializing in the study and design of information, data, and technology in their social context.
  • 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: Freedom Writers
Triple: [Stacey Sher, notableWork, Freedom Writers]
Generated description
Freedom Writers is a 2007 American drama film, starring Hilary Swank and based on a true story, about an idealistic teacher who inspires her at-risk students through writing and personal storytelling.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Freedom Writers
Target entity description: Freedom Writers is a 2007 American drama film, starring Hilary Swank and based on a true story, about an idealistic teacher who inspires her at-risk students through writing and personal storytelling.
  • A. Stand and Deliver
    "Stand and Deliver" is a bluegrass album by the Steep Canyon Rangers showcasing their contemporary take on traditional string-band music.
  • B. Dead Poets Society
    Dead Poets Society is a 1989 American drama film about an unorthodox English teacher who inspires his students to embrace poetry, individuality, and "carpe diem" at a conservative boarding school.
  • C. The Great Debaters
    The Great Debaters is a 2007 American drama film, produced by Oprah Winfrey and starring Denzel Washington, that chronicles the true story of a pioneering African American college debate team in the 1930s.
  • D. Mr. Holland's Opus
    Mr. Holland's Opus is a 1995 drama film about a dedicated music teacher whose lifelong dream of composing is reshaped by the profound impact he has on his students.
  • E. I School
    The I School is the School of Information at the University of California, Berkeley, specializing in the study and design of information, data, and technology in their social context.
  • 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_69c0085628dc8190b334c1b44c067efc completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0367743508190bae211e9ce8f9690 completed March 22, 2026, 6:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0b13839f48190b23f22d5317eb571 completed March 23, 2026, 3:19 a.m.
NEDg Description generation batch_69c0b27438a08190ab6b72c8fd682bf6 completed March 23, 2026, 3:24 a.m.
NED2 Entity disambiguation (via description) batch_69c0b309a70081908ad3e819879b17e4 completed March 23, 2026, 3:27 a.m.
Created at: March 22, 2026, 3:57 p.m.