Training: datasets, LoRA and evaluations
Change the model by training it.
- [135xc5n] Corpus: AI resource definitions (English) | corpus | en | MIT | https://contextetech.com/en/corpus/ai-resource-definitions-en-135xc5n - [1hf6f66] AI dataset on the population of Dutch municipalities | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistent-gemeenten-nederland-1hf6f66 - [vebo2b] AI dataset: finding the NACE code of an activity | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-nace-code-vebo2b - [1ligkia] AI dataset on the population of Irish counties | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-ireland-counties-1ligkia - [1j0wzee] AI dataset: agent finding the HS customs code with a tool | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/agent-hs-code-1j0wzee - [7r677z] AI dataset: finding the HS customs code of a product | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-hs-code-7r677z - [1hvy215] AI dataset (DPO): HS customs code without guessing | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/preferences-hs-code-1hvy215 - [1komajh] AI dataset on the population of U.S. states | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-us-states-population-1komajh - [1c3jd4f] AI evaluation of English text anonymization | eval | en | CC-BY-4.0 | https://contextetech.com/en/evals/eval-anonymize-english-text-1c3jd4f - [nn7lzt] AI dataset: agent finding the ESCO occupation with a tool | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/agent-esco-occupation-nn7lzt - [13n9ym0] AI dataset: finding the ESCO occupation of a job title | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-esco-occupation-13n9ym0 - [165zsb2] AI dataset (DPO): ESCO occupation without guessing | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/preferences-esco-occupation-165zsb2 - [120969b] AI dataset: normalizing US addresses | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/assistant-us-addresses-120969b - [14ll0x8] UK dataset for anonymising personal data (UK GDPR) | dataset | en | CC-BY-4.0 | https://contextetech.com/en/datasets/anonymisation-gdpr-en-14ll0x8
Corpus: AI resource definitions (English)
Definitions of every AI resource type on Contexte Tech, one chunk each with the guide URL: a small English corpus ready for RAG.
AI dataset on the population of Dutch municipalities
41 dialogues with the CBS rows in context (Dutch municipalities, 2025): the model reads the figure, cites it, or declines.
AI dataset: finding the NACE code of an activity
44 dialogues with an extract of the NACE Rev. 2.1 classification in context: the model gives the code, asks for a detail or declines.
AI dataset on the population of Irish counties
39 dialogues with the CSO rows in context (26 counties, census 2022): the model reads the figure, cites it, or declines.
AI dataset: agent finding the HS customs code with a tool
43 agent traces: call to the nomenclature search tool, then the HS code, a follow-up question or a refusal.
AI dataset: finding the HS customs code of a product
43 dialogues with an extract of the Harmonized System in context: the model gives the HS code, asks for a detail or declines.
AI dataset (DPO): HS customs code without guessing
40 preference pairs: HS code read in the nomenclature and cited, versus a neighbouring or remembered code.
AI dataset on the population of U.S. states
43 dialogues for an AI assistant on U.S. state populations: 2025 estimates, change since 2020, regions (Census Bureau). Cites its source.
AI evaluation of English text anonymization
Checks that an anonymization model or context lets no U.S. personal data through (email, phone, SSN, date of birth, medical record number).
AI dataset: agent finding the ESCO occupation with a tool
60 agent traces: call to the ESCO search tool, occupations returned, then occupation and code or a refusal.
AI dataset: finding the ESCO occupation of a job title
60 dialogues with ESCO occupations in context: the model gives the occupation and its code, asks for a detail or declines.
AI dataset (DPO): ESCO occupation without guessing
57 preference pairs: occupation read in the ESCO classification and cited, versus a neighbouring or remembered one.
AI dataset: normalizing US addresses
36 dialogues with U.S. Census geocoder lines in context: normalized address, a follow-up question or a refusal.
UK dataset for anonymising personal data (UK GDPR)
20 examples to anonymise UK texts (UK GDPR): NHS numbers, +44 phones, GB IBANs, number plates, postcodes. Fictional people and numbers. Includes cases with no…
What is AI model training?
Training means teaching a model from data by adjusting its parameters. It can adapt an existing model to a domain or task. This family brings together data, settings and evaluations to prepare that learning process and measure its results.