Triple

T2445354
Position Surface form Disambiguated ID Type / Status
Subject Beltsville, Maryland E53377 entity
Predicate nearInterchange P33739 FINISHED
Object I-95 and MD 212 interchange
The I-95 and MD 212 interchange is a major highway junction in Beltsville, Maryland, connecting Interstate 95 with Maryland Route 212 and serving as a key access point for regional traffic.
E267116 NE FINISHED

How this triple was built (5 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: I-95 and MD 212 interchange | Statement: [Beltsville, Maryland, nearInterchange, I-95 and MD 212 interchange]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: I-95 and MD 212 interchange
Context triple: [Beltsville, Maryland, nearInterchange, I-95 and MD 212 interchange]
  • A. I-285 and I-20 east interchange
    The I-285 and I-20 east interchange is a major highway junction on the east side of Atlanta where the city's perimeter beltway meets the east–west Interstate 20 corridor.
  • B. Interstate 295
    Interstate 295 is a beltway highway that loops around Jacksonville, Florida, providing a bypass for through traffic and access to the city's suburbs and key routes.
  • C. Springfield Interchange
    The Springfield Interchange is a major highway junction in northern Virginia where Interstates 95, 395, and 495 converge, known for its complex design and heavy traffic.
  • D. Interstate 495
    Interstate 495 is a major beltway highway encircling the Washington, D.C. metropolitan area, serving as a key route for regional and interstate traffic.
  • E. Interstate 495
    Interstate 495 is a major auxiliary highway in Massachusetts that serves as an outer beltway around the Greater Boston area, connecting numerous cities and facilitating regional traffic flow.
  • 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: I-95 and MD 212 interchange
Triple: [Beltsville, Maryland, nearInterchange, I-95 and MD 212 interchange]
Generated description
The I-95 and MD 212 interchange is a major highway junction in Beltsville, Maryland, connecting Interstate 95 with Maryland Route 212 and serving as a key access point for regional traffic.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: I-95 and MD 212 interchange
Target entity description: The I-95 and MD 212 interchange is a major highway junction in Beltsville, Maryland, connecting Interstate 95 with Maryland Route 212 and serving as a key access point for regional traffic.
  • A. I-285 and I-20 east interchange
    The I-285 and I-20 east interchange is a major highway junction on the east side of Atlanta where the city's perimeter beltway meets the east–west Interstate 20 corridor.
  • B. Interstate 295
    Interstate 295 is a beltway highway that loops around Jacksonville, Florida, providing a bypass for through traffic and access to the city's suburbs and key routes.
  • C. Springfield Interchange
    The Springfield Interchange is a major highway junction in northern Virginia where Interstates 95, 395, and 495 converge, known for its complex design and heavy traffic.
  • D. Interstate 495
    Interstate 495 is a major beltway highway encircling the Washington, D.C. metropolitan area, serving as a key route for regional and interstate traffic.
  • E. Interstate 495
    Interstate 495 is a major auxiliary highway in Massachusetts that serves as an outer beltway around the Greater Boston area, connecting numerous cities and facilitating regional traffic flow.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: nearInterchange
Context triple: [Beltsville, Maryland, nearInterchange, I-95 and MD 212 interchange]
  • A. hasNearbyInterchange chosen
    Indicates that one location has a transportation interchange (such as a junction or transfer point) situated close to it.
  • B. nearPass
    Indicates that one entity moves or travels close to another entity without necessarily making direct contact or interaction.
  • C. nearestPass
    Indicates that one entity is the closest in distance or proximity to another entity compared to all other possible entities or paths.
  • D. near
    Indicates that one entity is located at a short distance from another entity in space or position.
  • E. nearJunctionOf
    Indicates that one entity is located close to the point where two or more linear features (such as roads, tracks, or paths) meet or intersect.
  • F. None of above.

Provenance (6 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_69ab495b6dac8190ac82661aa1452222 completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abcabf477081908512df63ac1a6414 completed March 7, 2026, 6:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69aef0baa6448190a4046a039168b8fe completed March 9, 2026, 4:09 p.m.
NEDg Description generation batch_69aef58eff2c81909cbf3346705940a3 completed March 9, 2026, 4:30 p.m.
NED2 Entity disambiguation (via description) batch_69aef656ae0c81908753cc5a8b5fe704 completed March 9, 2026, 4:33 p.m.
PD Predicate disambiguation batch_69abc5ad8e588190b97c4cd7cf575043 completed March 7, 2026, 6:29 a.m.
Created at: March 6, 2026, 9:43 p.m.