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.