Triple

T4425172
Position Surface form Disambiguated ID Type / Status
Subject RLlib E95190 entity
Predicate integratesWith P1075 FINISHED
Object Ray Serve
Ray Serve is a scalable model serving library built on the Ray framework that enables deploying and managing machine learning models in production.
 E438347 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 Serve | Statement: [RLlib, integratesWith, Ray Serve]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ray Serve
Context triple: [RLlib, integratesWith, Ray Serve]
  • A. Sanic
    Sanic is a high-performance, asynchronous web framework for Python designed for building fast APIs and web applications.
  • B. Rayber
    Rayber is a central character in Flannery O’Connor’s novel "The Violent Bear It Away," serving as the rationalist schoolteacher uncle whose conflict with his prophetic nephew drives much of the story’s tension.
  • C. IronWolf
    IronWolf is Seagate’s line of hard drives designed specifically for high-capacity, always-on network-attached storage (NAS) systems.
  • D. Raye
    Raye is a British singer, songwriter, and producer known for her genre-blending pop and R&B music and collaborations with prominent artists across electronic and hip-hop scenes.
  • E. Ray
    Ray is a masculine given name commonly used in English-speaking countries, often as a short form of Raymond.
  • 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 Serve
Triple: [RLlib, integratesWith, Ray Serve]
Generated description
Ray Serve is a scalable model serving library built on the Ray framework that enables deploying and managing machine learning models in production.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ray Serve
Target entity description: Ray Serve is a scalable model serving library built on the Ray framework that enables deploying and managing machine learning models in production.
  • A. Sanic
    Sanic is a high-performance, asynchronous web framework for Python designed for building fast APIs and web applications.
  • B. Rayber
    Rayber is a central character in Flannery O’Connor’s novel "The Violent Bear It Away," serving as the rationalist schoolteacher uncle whose conflict with his prophetic nephew drives much of the story’s tension.
  • C. IronWolf
    IronWolf is Seagate’s line of hard drives designed specifically for high-capacity, always-on network-attached storage (NAS) systems.
  • D. Raye
    Raye is a British singer, songwriter, and producer known for her genre-blending pop and R&B music and collaborations with prominent artists across electronic and hip-hop scenes.
  • E. Ray
    Ray is a masculine given name commonly used in English-speaking countries, often as a short form of Raymond.
  • 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.