Triple
T2321019
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PEP 572 |
E51179
|
entity |
| Predicate | title |
P38
|
FINISHED |
| Object |
Assignment Expressions
Assignment Expressions are a Python language feature introduced by PEP 572 that allow assigning values to variables as part of larger expressions using the “walrus” operator (:=).
|
E256161
|
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: Assignment Expressions | Statement: [PEP 572, title, Assignment Expressions]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Assignment Expressions Context triple: [PEP 572, title, Assignment Expressions]
-
A.
Data Analysis Expressions
Data Analysis Expressions is a formula and query language used in Microsoft Power BI, Excel, and other Microsoft BI tools to create custom calculations and analyze data in tabular models.
-
B.
operator grammar
Operator grammar is a formal linguistic framework developed by Zellig Harris that analyzes sentence structure through algebraic-like operations on strings rather than traditional phrase-structure rules.
-
C.
SETSqx
SETSqx is a hybrid electronic trading service on the London Stock Exchange that combines periodic auctions with continuous quote-driven market making for less liquid securities.
-
D.
ASM
ASM is the three-letter ISO 3166-1 alpha-3 country code assigned to American Samoa, an unincorporated territory of the United States in the South Pacific Ocean.
-
E.
ASM
ASM is a leading professional organization dedicated to advancing the microbial sciences through research, education, and advocacy.
- 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: Assignment Expressions Triple: [PEP 572, title, Assignment Expressions]
Generated description
Assignment Expressions are a Python language feature introduced by PEP 572 that allow assigning values to variables as part of larger expressions using the “walrus” operator (:=).
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Assignment Expressions Target entity description: Assignment Expressions are a Python language feature introduced by PEP 572 that allow assigning values to variables as part of larger expressions using the “walrus” operator (:=).
-
A.
Data Analysis Expressions
Data Analysis Expressions is a formula and query language used in Microsoft Power BI, Excel, and other Microsoft BI tools to create custom calculations and analyze data in tabular models.
-
B.
operator grammar
Operator grammar is a formal linguistic framework developed by Zellig Harris that analyzes sentence structure through algebraic-like operations on strings rather than traditional phrase-structure rules.
-
C.
SETLX
SETLX is a modern, open-source programming language designed for teaching and experimenting with set theory and mathematical concepts through executable code.
-
D.
SETSqx
SETSqx is a hybrid electronic trading service on the London Stock Exchange that combines periodic auctions with continuous quote-driven market making for less liquid securities.
-
E.
ASM
ASM is the three-letter ISO 3166-1 alpha-3 country code assigned to American Samoa, an unincorporated territory of the United States in the South Pacific Ocean.
- 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_69a88b074b908190ae983dbca7757d88 |
completed | March 4, 2026, 7:41 p.m. |
| NER | Named-entity recognition | batch_69abc632474c8190972b4611a3a4ff8f |
completed | March 7, 2026, 6:31 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae896911908190b53954dbf854cc18 |
completed | March 9, 2026, 8:48 a.m. |
| NEDg | Description generation | batch_69ae8d2dcc8081908d4274b2287ff2b8 |
completed | March 9, 2026, 9:04 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae8d786a648190acf0a14e0d4a120c |
completed | March 9, 2026, 9:06 a.m. |
Created at: March 4, 2026, 7:49 p.m.