Triple
T11003419
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Łukasz Kaiser |
E260054
|
entity |
| Predicate | developed |
P73
|
FINISHED |
| Object |
Trax library
Trax library is an open-source deep learning framework in Python focused on clear, concise code and advanced sequence modeling, developed by Google researchers.
|
E899039
|
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: Trax library | Statement: [Łukasz Kaiser, developed, Trax library]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Trax library Context triple: [Łukasz Kaiser, developed, Trax library]
-
A.
TRAX
TRAX is the light rail system serving the Salt Lake City metropolitan area along Utah’s Wasatch Front.
-
B.
CTfastrak
CTfastrak is a bus rapid transit system in central Connecticut that provides high-frequency, limited-stop service connecting Hartford with surrounding communities.
-
C.
The Legendary Traxster
The Legendary Traxster is a Chicago-based hip-hop producer best known for his influential work with artists like Twista and Do or Die, helping define the city's rapid-fire, melodic rap sound.
-
D.
MTRX
MTRX is a Swedish private train operator that runs high-speed passenger services, primarily on the Stockholm–Gothenburg route.
-
E.
TRK
TRK is the FAA location identifier for Truckee Tahoe Airport, a public airport serving the Truckee and Lake Tahoe region in California.
- 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: Trax library Triple: [Łukasz Kaiser, developed, Trax library]
Generated description
Trax library is an open-source deep learning framework in Python focused on clear, concise code and advanced sequence modeling, developed by Google researchers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Trax library Target entity description: Trax library is an open-source deep learning framework in Python focused on clear, concise code and advanced sequence modeling, developed by Google researchers.
-
A.
TRAX
TRAX is the light rail system serving the Salt Lake City metropolitan area along Utah’s Wasatch Front.
-
B.
CTfastrak
CTfastrak is a bus rapid transit system in central Connecticut that provides high-frequency, limited-stop service connecting Hartford with surrounding communities.
-
C.
The Legendary Traxster
The Legendary Traxster is a Chicago-based hip-hop producer best known for his influential work with artists like Twista and Do or Die, helping define the city's rapid-fire, melodic rap sound.
-
D.
MTRX
MTRX is a Swedish private train operator that runs high-speed passenger services, primarily on the Stockholm–Gothenburg route.
-
E.
TRK
TRK is the FAA location identifier for Truckee Tahoe Airport, a public airport serving the Truckee and Lake Tahoe region in California.
- 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_69d6aa8a6a548190a750f944ccdc8064 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d797546f448190946ee6442d657dc5 |
completed | April 9, 2026, 12:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e3453d181081908cb58a957f4d1295 |
completed | April 18, 2026, 8:47 a.m. |
| NEDg | Description generation | batch_69e35570b0bc8190a939b0c8e3ce8105 |
completed | April 18, 2026, 9:57 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e359508a388190a16d48a17015e13e |
completed | April 18, 2026, 10:13 a.m. |
Created at: April 8, 2026, 9:25 p.m.