Triple
T4325651
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Flask-Caching |
E96628
|
entity |
| Predicate | supportsBackend |
P15794
|
FINISHED |
| Object |
Memcached
Memcached is a high-performance, distributed in-memory caching system commonly used to speed up dynamic web applications by reducing database load.
|
E430984
|
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: Memcached | Statement: [Flask-Caching, supportsBackend, Memcached]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Memcached Context triple: [Flask-Caching, supportsBackend, Memcached]
-
A.
Redis
Redis is an in-memory data structure store commonly used as a database, cache, and message broker known for its high performance and low latency.
-
B.
Amazon ElastiCache
Amazon ElastiCache is a fully managed in-memory data store and caching service that improves application performance by enabling fast, sub-millisecond data retrieval.
-
C.
Apache Cassandra
Apache Cassandra is a highly scalable, distributed NoSQL database designed for handling large amounts of data across many commodity servers with high availability and no single point of failure.
-
D.
Skycouch
Skycouch is Air New Zealand’s reconfigurable economy-class seating system that converts a row of seats into a flat, couch-like surface for greater comfort on long-haul flights.
-
E.
RocksDB
RocksDB is a high-performance, embeddable key–value store developed by Facebook, optimized for fast storage on flash and solid-state drives using a Log-Structured Merge-Tree (LSM) architecture.
- 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: Memcached Triple: [Flask-Caching, supportsBackend, Memcached]
Generated description
Memcached is a high-performance, distributed in-memory caching system commonly used to speed up dynamic web applications by reducing database load.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Memcached Target entity description: Memcached is a high-performance, distributed in-memory caching system commonly used to speed up dynamic web applications by reducing database load.
-
A.
Redis
Redis is an in-memory data structure store commonly used as a database, cache, and message broker known for its high performance and low latency.
-
B.
Amazon ElastiCache
Amazon ElastiCache is a fully managed in-memory data store and caching service that improves application performance by enabling fast, sub-millisecond data retrieval.
-
C.
Apache Cassandra
Apache Cassandra is a highly scalable, distributed NoSQL database designed for handling large amounts of data across many commodity servers with high availability and no single point of failure.
-
D.
Skycouch
Skycouch is Air New Zealand’s reconfigurable economy-class seating system that converts a row of seats into a flat, couch-like surface for greater comfort on long-haul flights.
-
E.
RocksDB
RocksDB is a high-performance, embeddable key–value store developed by Facebook, optimized for fast storage on flash and solid-state drives using a Log-Structured Merge-Tree (LSM) architecture.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3512ec18481908a7b5c29b3902b53 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5d09861a4819086a88bb42a8ea2e4 |
completed | March 14, 2026, 9:18 p.m. |
| NEDg | Description generation | batch_69b5d11a30a08190b9f58fadd2415559 |
completed | March 14, 2026, 9:20 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5d194975481908b029ab106223c6c |
completed | March 14, 2026, 9:22 p.m. |
Created at: March 12, 2026, 11:13 p.m.