Triple
T16736702
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Andrew J. Majda |
E406734
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Books on atmosphere–ocean science and climate modeling
Books on atmosphere–ocean science and climate modeling are influential scholarly works that develop mathematical and computational frameworks for understanding and predicting interactions between the atmosphere, oceans, and climate system.
|
E1231043
|
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: Books on atmosphere–ocean science and climate modeling | Statement: [Andrew J. Majda, notableWork, Books on atmosphere–ocean science and climate modeling]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Books on atmosphere–ocean science and climate modeling Context triple: [Andrew J. Majda, notableWork, Books on atmosphere–ocean science and climate modeling]
-
A.
Goddard Earth Observing System models
The Goddard Earth Observing System models are a suite of advanced atmospheric and Earth system models used for global weather, climate, and data assimilation research and forecasting.
-
B.
Journal of Climate
Journal of Climate is a leading peer-reviewed scientific journal that publishes research on climate variability, climate change, and the physical processes governing the climate system.
-
C.
Journal of the Atmospheric Sciences
The Journal of the Atmospheric Sciences is a leading peer-reviewed scientific journal that publishes research on the physics, dynamics, and chemistry of the atmosphere and related climate processes.
-
D.
Earth System Model Development
Earth System Model Development is a research program focused on advancing comprehensive computer models that simulate the coupled atmosphere, ocean, land, ice, and biogeochemical processes of the Earth’s climate system.
-
E.
Climate and Ocean: Variability, Predictability and Change
Climate and Ocean: Variability, Predictability and Change is a core World Climate Research Programme initiative focused on understanding and predicting climate and ocean variability and long-term 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: Books on atmosphere–ocean science and climate modeling Triple: [Andrew J. Majda, notableWork, Books on atmosphere–ocean science and climate modeling]
Generated description
Books on atmosphere–ocean science and climate modeling are influential scholarly works that develop mathematical and computational frameworks for understanding and predicting interactions between the atmosphere, oceans, and climate system.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Books on atmosphere–ocean science and climate modeling Target entity description: Books on atmosphere–ocean science and climate modeling are influential scholarly works that develop mathematical and computational frameworks for understanding and predicting interactions between the atmosphere, oceans, and climate system.
-
A.
Goddard Earth Observing System models
The Goddard Earth Observing System models are a suite of advanced atmospheric and Earth system models used for global weather, climate, and data assimilation research and forecasting.
-
B.
Journal of Climate
Journal of Climate is a leading peer-reviewed scientific journal that publishes research on climate variability, climate change, and the physical processes governing the climate system.
-
C.
Journal of the Atmospheric Sciences
The Journal of the Atmospheric Sciences is a leading peer-reviewed scientific journal that publishes research on the physics, dynamics, and chemistry of the atmosphere and related climate processes.
-
D.
Earth System Model Development
Earth System Model Development is a research program focused on advancing comprehensive computer models that simulate the coupled atmosphere, ocean, land, ice, and biogeochemical processes of the Earth’s climate system.
-
E.
Climate and Ocean: Variability, Predictability and Change
Climate and Ocean: Variability, Predictability and Change is a core World Climate Research Programme initiative focused on understanding and predicting climate and ocean variability and long-term change.
- 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_69d8838ffb088190a0b11149929006bf |
completed | April 10, 2026, 4:58 a.m. |
| NER | Named-entity recognition | batch_69e39c3a86848190a03f243dd1bdb899 |
completed | April 18, 2026, 2:59 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a009d4ea8208190aed0a4014a10d120 |
completed | May 10, 2026, 2:59 p.m. |
| NEDg | Description generation | batch_6a009ed297488190a20558efb9f91a55 |
completed | May 10, 2026, 3:05 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a009f460010819086cfd7a7d74cb435 |
completed | May 10, 2026, 3:07 p.m. |
Created at: April 10, 2026, 5:20 a.m.