Triple
T5170028
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | University of Pennsylvania Department of Linguistics |
E116653
|
entity |
| Predicate | notableFaculty |
P141
|
FINISHED |
| Object |
Mark Liberman
Mark Liberman is an American linguist known for his work in phonetics, corpus linguistics, and for co-founding the influential Language Log blog.
|
E499681
|
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: Mark Liberman | Statement: [University of Pennsylvania Department of Linguistics, notableFaculty, Mark Liberman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mark Liberman Context triple: [University of Pennsylvania Department of Linguistics, notableFaculty, Mark Liberman]
-
A.
Christopher Manning
Christopher Manning is a prominent computer scientist and linguist best known for his pioneering work in natural language processing and deep learning, and for co-leading the Stanford NLP Group.
-
B.
Michael N. Marcus
Michael N. Marcus is a screenwriter best known for his work on the 1966 Western film "Duel at Diablo."
-
C.
Geoffrey Pullum
Geoffrey Pullum is a British-American linguist and professor known for his influential work in syntax, his co-authorship of *The Cambridge Grammar of the English Language*, and his outspoken critiques of various generative grammar theories.
-
D.
Michael Kenstowicz
Michael Kenstowicz is an American linguist and phonologist known for his influential work on generative phonology and for co-authoring widely used textbooks in the field.
-
E.
Greg Germann
Greg Germann is an American actor best known for his role as the uptight, comedic lawyer Richard Fish on the television series "Ally McBeal."
- 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: Mark Liberman Triple: [University of Pennsylvania Department of Linguistics, notableFaculty, Mark Liberman]
Generated description
Mark Liberman is an American linguist known for his work in phonetics, corpus linguistics, and for co-founding the influential Language Log blog.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mark Liberman Target entity description: Mark Liberman is an American linguist known for his work in phonetics, corpus linguistics, and for co-founding the influential Language Log blog.
-
A.
Christopher Manning
Christopher Manning is a prominent computer scientist and linguist best known for his pioneering work in natural language processing and deep learning, and for co-leading the Stanford NLP Group.
-
B.
Michael N. Marcus
Michael N. Marcus is a screenwriter best known for his work on the 1966 Western film "Duel at Diablo."
-
C.
Geoffrey Pullum
Geoffrey Pullum is a British-American linguist and professor known for his influential work in syntax, his co-authorship of *The Cambridge Grammar of the English Language*, and his outspoken critiques of various generative grammar theories.
-
D.
Michael Kenstowicz
Michael Kenstowicz is an American linguist and phonologist known for his influential work on generative phonology and for co-authoring widely used textbooks in the field.
-
E.
Greg Germann
Greg Germann is an American actor best known for his role as the uptight, comedic lawyer Richard Fish on the television series "Ally McBeal."
- 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_69bd445ff97c81909a2615cc56235470 |
completed | March 20, 2026, 12:58 p.m. |
| NER | Named-entity recognition | batch_69bd794f44248190a3a90c92208104a7 |
completed | March 20, 2026, 4:43 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bed93f33ac8190b2f60a8e95685bc8 |
completed | March 21, 2026, 5:45 p.m. |
| NEDg | Description generation | batch_69beda0419108190862d028a14227e8a |
completed | March 21, 2026, 5:48 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bedaa232ac81908c5ee2d4ba8cbcd7 |
completed | March 21, 2026, 5:51 p.m. |
Created at: March 20, 2026, 1:45 p.m.