Triple
T956699
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stranger Things |
E20640
|
entity |
| Predicate | director |
P255
|
FINISHED |
| Object |
Ross Duffer
Ross Duffer is an American filmmaker best known as one half of the Duffer Brothers, the creators and showrunners of the hit Netflix sci-fi horror series "Stranger Things."
|
E112801
|
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: Ross Duffer | Statement: [Stranger Things, director, Ross Duffer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ross Duffer Context triple: [Stranger Things, director, Ross Duffer]
-
A.
Matt Duffer
Matt Duffer is an American television writer, director, and producer best known as one half of the Duffer Brothers, the duo behind the hit Netflix sci-fi horror series "Stranger Things."
-
B.
Andrew Lesnie
Andrew Lesnie was an Australian cinematographer best known for his Oscar-winning work on Peter Jackson’s The Lord of the Rings film trilogy.
-
C.
Doug Aitken
Doug Aitken is an American contemporary artist known for his innovative multimedia installations, video art, and immersive environments that explore themes of modern life and landscape.
-
D.
Ryan Tedder
Ryan Tedder is an American singer, songwriter, and record producer best known as the frontman of OneRepublic and for crafting hit songs for numerous major pop artists.
-
E.
Benny Blanco
Benny Blanco is an American record producer and songwriter known for crafting numerous chart-topping pop and hip-hop hits for major artists.
- 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: Ross Duffer Triple: [Stranger Things, director, Ross Duffer]
Generated description
Ross Duffer is an American filmmaker best known as one half of the Duffer Brothers, the creators and showrunners of the hit Netflix sci-fi horror series "Stranger Things."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ross Duffer Target entity description: Ross Duffer is an American filmmaker best known as one half of the Duffer Brothers, the creators and showrunners of the hit Netflix sci-fi horror series "Stranger Things."
-
A.
Matt Duffer
chosen
Matt Duffer is an American television writer, director, and producer best known as one half of the Duffer Brothers, the duo behind the hit Netflix sci-fi horror series "Stranger Things."
-
B.
Andrew Lesnie
Andrew Lesnie was an Australian cinematographer best known for his Oscar-winning work on Peter Jackson’s The Lord of the Rings film trilogy.
-
C.
Doug Aitken
Doug Aitken is an American contemporary artist known for his innovative multimedia installations, video art, and immersive environments that explore themes of modern life and landscape.
-
D.
Ryan Tedder
Ryan Tedder is an American singer, songwriter, and record producer best known as the frontman of OneRepublic and for crafting hit songs for numerous major pop artists.
-
E.
Benny Blanco
Benny Blanco is an American record producer and songwriter known for crafting numerous chart-topping pop and hip-hop hits for major artists.
- F. None of above.
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_69a493b21f2881908132dcf45dcd2f36 |
completed | March 1, 2026, 7:29 p.m. |
| NER | Named-entity recognition | batch_69a4b3f981bc819098125554eeeb6375 |
completed | March 1, 2026, 9:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac1cd72fe88190a7cdfe1afc123edd |
completed | March 7, 2026, 12:40 p.m. |
| NEDg | Description generation | batch_69ac1d87283881909b328ba5e4f13ccb |
completed | March 7, 2026, 12:43 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac1dd8b12881909fcbb38a4062f8d7 |
completed | March 7, 2026, 12:45 p.m. |
Created at: March 1, 2026, 7:40 p.m.