Triple
T4425171
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | RLlib |
E95190
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Ray Tune
Ray Tune is a scalable hyperparameter tuning and experiment management library for machine learning, built on the Ray distributed computing framework.
|
E438346
|
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: Ray Tune | Statement: [RLlib, integratesWith, Ray Tune]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ray Tune Context triple: [RLlib, integratesWith, Ray Tune]
-
A.
Claude
Claude is a given name most famously associated with Claude Shannon, the American mathematician and electrical engineer known as the father of information theory.
-
B.
Max Lu
Max Lu is a chemical engineer and academic leader who serves as the Vice-Chancellor and President of the University of Surrey in the United Kingdom.
-
C.
Grok
Grok is an AI chatbot developed by xAI, designed to provide conversational access to real-time information and reasoning capabilities.
-
D.
Muse Watson
Muse Watson is an American character actor best known for playing the vengeful killer Ben Willis in the slasher film I Still Know What You Did Last Summer and for recurring roles on television series such as NCIS and Prison Break.
-
E.
Bodhi Elfman
Bodhi Elfman is an American actor known for his roles in film and television, including appearances in series like "Criminal Minds" and "Touch."
- 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: Ray Tune Triple: [RLlib, integratesWith, Ray Tune]
Generated description
Ray Tune is a scalable hyperparameter tuning and experiment management library for machine learning, built on the Ray distributed computing framework.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ray Tune Target entity description: Ray Tune is a scalable hyperparameter tuning and experiment management library for machine learning, built on the Ray distributed computing framework.
-
A.
Claude
Claude is a given name most famously associated with Claude Shannon, the American mathematician and electrical engineer known as the father of information theory.
-
B.
Max Lu
Max Lu is a chemical engineer and academic leader who serves as the Vice-Chancellor and President of the University of Surrey in the United Kingdom.
-
C.
Grok
Grok is an AI chatbot developed by xAI, designed to provide conversational access to real-time information and reasoning capabilities.
-
D.
Muse Watson
Muse Watson is an American character actor best known for playing the vengeful killer Ben Willis in the slasher film I Still Know What You Did Last Summer and for recurring roles on television series such as NCIS and Prison Break.
-
E.
Bodhi Elfman
Bodhi Elfman is an American actor known for his roles in film and television, including appearances in series like "Criminal Minds" and "Touch."
- 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_69b3453c2a0c8190926b574c90766db9 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3554e40ec8190982acc0948da2f42 |
completed | March 13, 2026, 12:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5f633a69c8190b062c2a78b0f8319 |
completed | March 14, 2026, 11:58 p.m. |
| NEDg | Description generation | batch_69b5f6bcfa0481909d07ffb2a975a350 |
completed | March 15, 2026, 12:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5f733c660819081c68dc3ec342e12 |
completed | March 15, 2026, 12:02 a.m. |
Created at: March 12, 2026, 11:30 p.m.