Triple
T13964928
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toshka |
E335897
|
entity |
| Predicate | hasProject |
P14971
|
FINISHED |
| Object |
Toshka Project
The Toshka Project is a large-scale Egyptian land reclamation and irrigation initiative in the Western Desert aimed at expanding agricultural production and relieving population pressure in the Nile Valley.
|
E1072567
|
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: Toshka Project | Statement: [Toshka, hasProject, Toshka Project]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toshka Project Context triple: [Toshka, hasProject, Toshka Project]
-
A.
Qattara Depression Project
The Qattara Depression Project is a large-scale engineering proposal to flood Egypt’s Qattara Depression with seawater to generate hydroelectric power and potentially alter the local climate.
-
B.
Dakhleh Oasis Project
The Dakhleh Oasis Project is a long-term, multidisciplinary archaeological and environmental research initiative investigating the history and development of Egypt’s Dakhla Oasis from prehistoric times through the Islamic period.
-
C.
Red Sea Project
The Red Sea Project is a major Saudi Arabian luxury tourism and sustainable development initiative transforming a vast stretch of Red Sea coastline into a high-end global destination as part of the country’s economic diversification efforts.
-
D.
Ras El Hekma
Ras El Hekma is a prominent Mediterranean coastal area in Egypt known for its clear turquoise waters, white sandy beaches, and growing status as a luxury tourism and real estate destination.
-
E.
Tahaggart
Tahaggart is a regional variety of the Tuareg Berber language Tamasheq, spoken by Tuareg communities in parts of the central Sahara.
- 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: Toshka Project Triple: [Toshka, hasProject, Toshka Project]
Generated description
The Toshka Project is a large-scale Egyptian land reclamation and irrigation initiative in the Western Desert aimed at expanding agricultural production and relieving population pressure in the Nile Valley.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toshka Project Target entity description: The Toshka Project is a large-scale Egyptian land reclamation and irrigation initiative in the Western Desert aimed at expanding agricultural production and relieving population pressure in the Nile Valley.
-
A.
Qattara Depression Project
The Qattara Depression Project is a large-scale engineering proposal to flood Egypt’s Qattara Depression with seawater to generate hydroelectric power and potentially alter the local climate.
-
B.
Dakhleh Oasis Project
The Dakhleh Oasis Project is a long-term, multidisciplinary archaeological and environmental research initiative investigating the history and development of Egypt’s Dakhla Oasis from prehistoric times through the Islamic period.
-
C.
Red Sea Project
The Red Sea Project is a major Saudi Arabian luxury tourism and sustainable development initiative transforming a vast stretch of Red Sea coastline into a high-end global destination as part of the country’s economic diversification efforts.
-
D.
Ras El Hekma
Ras El Hekma is a prominent Mediterranean coastal area in Egypt known for its clear turquoise waters, white sandy beaches, and growing status as a luxury tourism and real estate destination.
-
E.
Tahaggart
Tahaggart is a regional variety of the Tuareg Berber language Tamasheq, spoken by Tuareg communities in parts of the central Sahara.
- 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_69d81c61f3508190aaf2ca0dc0002c59 |
completed | April 9, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69de2e7e24f08190ba939a8044860033 |
completed | April 14, 2026, 12:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fba1d890d48190affd194b2439c271 |
completed | May 6, 2026, 8:17 p.m. |
| NEDg | Description generation | batch_69fba7149cf08190942cc9b1f7f208f0 |
completed | May 6, 2026, 8:39 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fba8fe11c881908662d8e8e1720ea4 |
completed | May 6, 2026, 8:47 p.m. |
Created at: April 9, 2026, 10:18 p.m.