Triple
T21628292
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Vikas Khanna |
E533759
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
cookbook "Flavors First"
"Flavors First" is a cookbook by Indian-American chef Vikas Khanna that emphasizes simple, fresh ingredients and vibrant Indian-inspired flavors.
|
E1494133
|
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: cookbook "Flavors First" | Statement: [Vikas Khanna, notableWork, cookbook "Flavors First"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: cookbook "Flavors First" Context triple: [Vikas Khanna, notableWork, cookbook "Flavors First"]
-
A.
Recipes: A Collection for the Modern Cook
"Recipes: A Collection for the Modern Cook" is a contemporary cookbook by food stylist and culinary expert Susan Spungen, offering approachable, stylish recipes tailored to today’s home cooks.
-
B.
The Cookbook
The Cookbook is the 2005 studio album by American rapper and producer Missy Elliott, showcasing her innovative blend of hip hop, R&B, and experimental production.
-
C.
The James Beard Cookbook
The James Beard Cookbook is a classic American culinary reference by chef and food writer James Beard, known for its comprehensive, approachable recipes and foundational cooking techniques.
-
D.
“The Power of Cookery”
“The Power of Cookery” is a fantasy short story set in Sylvia Townsend Warner’s Kingdoms of Elfin cycle, blending whimsical magic with wry, understated social satire.
-
E.
The Kitchen (cookbook)
The Kitchen is a cookbook by actress Laura Prepon that features her recipes and approach to healthy, home-style cooking.
- 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: cookbook "Flavors First" Triple: [Vikas Khanna, notableWork, cookbook "Flavors First"]
Generated description
"Flavors First" is a cookbook by Indian-American chef Vikas Khanna that emphasizes simple, fresh ingredients and vibrant Indian-inspired flavors.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: cookbook "Flavors First" Target entity description: "Flavors First" is a cookbook by Indian-American chef Vikas Khanna that emphasizes simple, fresh ingredients and vibrant Indian-inspired flavors.
-
A.
Recipes: A Collection for the Modern Cook
"Recipes: A Collection for the Modern Cook" is a contemporary cookbook by food stylist and culinary expert Susan Spungen, offering approachable, stylish recipes tailored to today’s home cooks.
-
B.
The Cookbook
The Cookbook is the 2005 studio album by American rapper and producer Missy Elliott, showcasing her innovative blend of hip hop, R&B, and experimental production.
-
C.
The James Beard Cookbook
The James Beard Cookbook is a classic American culinary reference by chef and food writer James Beard, known for its comprehensive, approachable recipes and foundational cooking techniques.
-
D.
“The Power of Cookery”
“The Power of Cookery” is a fantasy short story set in Sylvia Townsend Warner’s Kingdoms of Elfin cycle, blending whimsical magic with wry, understated social satire.
-
E.
The Kitchen (cookbook)
The Kitchen is a cookbook by actress Laura Prepon that features her recipes and approach to healthy, home-style cooking.
- 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_69e0c464fba881908d0ff2ac80511ce1 |
completed | April 16, 2026, 11:13 a.m. |
| NER | Named-entity recognition | batch_69ef5214e72c8190af109089f58fca4f |
completed | April 27, 2026, 12:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0a0f9531b08190bbddca01060f20ae |
completed | May 17, 2026, 6:57 p.m. |
| NEDg | Description generation | batch_6a0a108bf4608190af587dd34077f2ad |
completed | May 17, 2026, 7:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0a110507d48190ad75223311ce159e |
completed | May 17, 2026, 7:03 p.m. |
Created at: April 16, 2026, 6:34 p.m.