Triple

T4190573
Position Surface form Disambiguated ID Type / Status
Subject Martin Seligman E89023 entity
Predicate notableWork P4 FINISHED
Object What You Can Change and What You Can’t
"What You Can Change and What You Can’t" is a psychology book by Martin Seligman that explains which emotional and behavioral problems are realistically treatable and which are largely resistant to change, based on scientific research.
E420596 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: What You Can Change and What You Can’t | Statement: [Martin Seligman, notableWork, What You Can Change and What You Can’t]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: What You Can Change and What You Can’t
Context triple: [Martin Seligman, notableWork, What You Can Change and What You Can’t]
  • A. How to Stop Worrying and Start Living
    How to Stop Worrying and Start Living is a classic self-help book that offers practical techniques for reducing anxiety and cultivating a more positive, fulfilling life.
  • B. Life Is What You Make It: Finding Your Own Path to Fulfillment
    Life Is What You Make It: Finding Your Own Path to Fulfillment is a reflective self-help and memoir-style book by Peter Buffett that explores personal values, purpose, and redefining success beyond wealth and privilege.
  • C. The Most Good You Can Do
    The Most Good You Can Do is a book by philosopher Peter Singer that presents and defends the principles of effective altruism, urging readers to use their resources to help others as much as possible.
  • D. A Compass to Fulfillment
    A Compass to Fulfillment is a philosophical and business ethics book by Japanese entrepreneur Kazuo Inamori that offers guidance on living a meaningful, principled, and successful life.
  • E. Fully Alive: Discovering What Matters Most
    Fully Alive: Discovering What Matters Most is a memoir by Timothy Shriver that reflects on his life, family, and work with the Special Olympics to explore the meaning of dignity, inclusion, and purpose.
  • 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: What You Can Change and What You Can’t
Triple: [Martin Seligman, notableWork, What You Can Change and What You Can’t]
Generated description
"What You Can Change and What You Can’t" is a psychology book by Martin Seligman that explains which emotional and behavioral problems are realistically treatable and which are largely resistant to change, based on scientific research.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: What You Can Change and What You Can’t
Target entity description: "What You Can Change and What You Can’t" is a psychology book by Martin Seligman that explains which emotional and behavioral problems are realistically treatable and which are largely resistant to change, based on scientific research.
  • A. How to Stop Worrying and Start Living
    How to Stop Worrying and Start Living is a classic self-help book that offers practical techniques for reducing anxiety and cultivating a more positive, fulfilling life.
  • B. Life Is What You Make It: Finding Your Own Path to Fulfillment
    Life Is What You Make It: Finding Your Own Path to Fulfillment is a reflective self-help and memoir-style book by Peter Buffett that explores personal values, purpose, and redefining success beyond wealth and privilege.
  • C. The Most Good You Can Do
    The Most Good You Can Do is a book by philosopher Peter Singer that presents and defends the principles of effective altruism, urging readers to use their resources to help others as much as possible.
  • D. A Compass to Fulfillment
    A Compass to Fulfillment is a philosophical and business ethics book by Japanese entrepreneur Kazuo Inamori that offers guidance on living a meaningful, principled, and successful life.
  • E. Fully Alive: Discovering What Matters Most
    Fully Alive: Discovering What Matters Most is a memoir by Timothy Shriver that reflects on his life, family, and work with the Special Olympics to explore the meaning of dignity, inclusion, and purpose.
  • 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_69aed9569a4481908b6c1fcec2a11e21 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af034019848190bd5486521c375325 completed March 9, 2026, 5:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69b58a05e634819094bbe145f86d8786 completed March 14, 2026, 4:17 p.m.
NEDg Description generation batch_69b58e337aec819092020d46ee235fd1 completed March 14, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69b58e9f50948190a40254375e76153c completed March 14, 2026, 4:36 p.m.
Created at: March 9, 2026, 3:46 p.m.