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.