Triple

T5956906
Position Surface form Disambiguated ID Type / Status
Subject Interim Constitution of South Africa, 1993 E132537 entity
Predicate negotiatedIn P9604 FINISHED
Object Multi‑Party Negotiating Process
The Multi‑Party Negotiating Process was the forum in the early 1990s where South African political parties and groups negotiated the country’s transition from apartheid to democracy.
E558571 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: Multi‑Party Negotiating Process | Statement: [Interim Constitution of South Africa, 1993, negotiatedIn, Multi‑Party Negotiating Process]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Multi‑Party Negotiating Process
Context triple: [Interim Constitution of South Africa, 1993, negotiatedIn, Multi‑Party Negotiating Process]
  • A. Rubinstein bargaining model
    The Rubinstein bargaining model is a foundational game-theoretic framework that analyzes how two parties reach agreement over time through alternating offers under the influence of impatience and strategic delay.
  • B. Nash bargaining solution
    The Nash bargaining solution is a foundational concept in game theory that defines a fair and efficient outcome for two-party bargaining problems based on axioms of rationality and symmetry.
  • C. Multi-Party Interim Appeal Arbitration Arrangement
    The Multi-Party Interim Appeal Arbitration Arrangement is a World Trade Organization mechanism created by a group of members to provide an alternative system for resolving trade dispute appeals while the WTO Appellate Body is non-functional.
  • D. Kalai–Smorodinsky bargaining solution
    The Kalai–Smorodinsky bargaining solution is a cooperative game theory concept that selects a fair agreement between parties by preserving proportional gains relative to their best possible outcomes.
  • E. Harvard Negotiation Law Review
    Harvard Negotiation Law Review is a student-edited legal journal at Harvard Law School focusing on scholarship in negotiation, mediation, and alternative dispute resolution.
  • 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: Multi‑Party Negotiating Process
Triple: [Interim Constitution of South Africa, 1993, negotiatedIn, Multi‑Party Negotiating Process]
Generated description
The Multi‑Party Negotiating Process was the forum in the early 1990s where South African political parties and groups negotiated the country’s transition from apartheid to democracy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Multi‑Party Negotiating Process
Target entity description: The Multi‑Party Negotiating Process was the forum in the early 1990s where South African political parties and groups negotiated the country’s transition from apartheid to democracy.
  • A. Rubinstein bargaining model
    The Rubinstein bargaining model is a foundational game-theoretic framework that analyzes how two parties reach agreement over time through alternating offers under the influence of impatience and strategic delay.
  • B. Nash bargaining solution
    The Nash bargaining solution is a foundational concept in game theory that defines a fair and efficient outcome for two-party bargaining problems based on axioms of rationality and symmetry.
  • C. Multi-Party Interim Appeal Arbitration Arrangement
    The Multi-Party Interim Appeal Arbitration Arrangement is a World Trade Organization mechanism created by a group of members to provide an alternative system for resolving trade dispute appeals while the WTO Appellate Body is non-functional.
  • D. Kalai–Smorodinsky bargaining solution
    The Kalai–Smorodinsky bargaining solution is a cooperative game theory concept that selects a fair agreement between parties by preserving proportional gains relative to their best possible outcomes.
  • E. Harvard Negotiation Law Review
    Harvard Negotiation Law Review is a student-edited legal journal at Harvard Law School focusing on scholarship in negotiation, mediation, and alternative dispute resolution.
  • 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_69c0086b05cc8190a8f36a96927a525c completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c039c34ca881909a219eddf99348ab completed March 22, 2026, 6:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0e3dd99888190ac3eeef692a7d879 completed March 23, 2026, 6:55 a.m.
NEDg Description generation batch_69c0ed9c53d4819082c661cdd2d26612 completed March 23, 2026, 7:37 a.m.
NED2 Entity disambiguation (via description) batch_69c0ee2ffbc88190a256b5cb8a98f382 completed March 23, 2026, 7:39 a.m.
Created at: March 22, 2026, 4:02 p.m.