🇮🇹 Descrizione (Italiano)
Nano Italian Corpus - Economics
🏆 High Quality Data
Descrizione
Questo dataset è una risorsa specializzata contenente 18.5 milioni di caratteri di testo in lingua italiana, focalizzata verticalmente sul dominio economico, finanziario e bancario.
Progettato come base di conoscenza (knowledge base) curata, offre un'alternativa ad alta densità informativa rispetto ai dataset generalisti rumorosi.
Composizione del Dataset
Il corpus unisce precisione tecnica e chiarezza didattica attraverso due fonti:
- Dati Sintetici (High Quality LLM Generated): Testi prodotti tramite Large Language Models e rigorosamente filtrati, strutturati per insegnare concetti economici e scenari di mercato con logica deduttiva.
- Fonti Istituzionali (BCE): Una selezione di comunicazioni ufficiali della Banca Centrale Europea, che garantisce l'esposizione a un registro linguistico formale e istituzionale.
⚠️ Nota sull'Utilizzo (Disclaimer)
Sebbene di Alta Qualità, un corpus di 18.5M caratteri non è sufficiente da solo per l'addestramento completo di un LLM generalista "from scratch".
Tuttavia, è una risorsa preziosa per:
- Educational & Research: Test rapido di architetture Nano e pipeline di training su dati puliti.
- Data Augmentation: Arricchimento di dataset più ampi con terminologia economica specifica.
- Fine-Tuning: Specializzazione di modelli pre-esistenti sul dominio finanziario italiano.
🇬🇧 Description (English)
Nano Italian Corpus - Economics
🏆 High Quality Data
Description
This dataset is a specialized resource containing 18.5 million characters of Italian text, vertically focused on the economic, financial, and banking domains.
Designed as a curated knowledge base, it offers a high-information-density alternative to noisy generalist datasets.
Dataset Composition
The corpus combines technical precision with educational clarity through two sources:
- Synthetic Data (High Quality LLM Generated): Texts produced via Large Language Models and strictly filtered, structured to teach economic concepts and market scenarios with deductive logic.
- Institutional Sources (ECB): A selection of official communications from the European Central Bank, ensuring exposure to a formal and institutional linguistic register.
⚠️ Usage Note (Disclaimer)
While containing High Quality Data, a corpus of 18.5M characters is not sufficient on its own to train a fully production-ready General LLM from scratch.
However, it is a highly valuable resource for:
- Educational & Research: Rapid testing of Nano-architectures and training pipelines on clean data.
- Data Augmentation: Enriching larger datasets with specific economic terminology.
- Fine-Tuning: Specializing pre-existing models on the Italian financial domain.
📊 Dataset Content Detailed Index
Below is a detailed breakdown of the macro-areas and specific topics covered in the dataset, along with their frequency and depth intensity.
Intensity Legend
- 🔴🔴🔴 Very High (Core Topic): Omnipresent topic, pillar of the dataset.
- 🔴🔴⚪ High: Topic treated frequently and in detail.
- 🔴⚪⚪ Medium: Topic regularly present as support or context.
- ⚪⚪⚪ Low/Contextual: Specifically mentioned in minor sections or as examples.
1. MONETARY POLICY AND CENTRAL BANKING (Dominant)
This is the main area of the corpus. The language is technical, institutional, and prescriptive.
- Interest Rate Decisions 🔴🔴🔴
- Main refinancing operations rates.
- Deposit facility rates.
- Open market operations.
- Forward guidance (future orientation on decisions).
- Inflation Objective and Price Stability 🔴🔴🔴
- 2% symmetric target over the medium term.
- Harmonised Index of Consumer Prices (HICP).
- Core inflation vs. Headline inflation.
- Volatile components (energy, food).
- Unconventional Monetary Policy Instruments 🔴🔴⚪
- Asset Purchase Programmes (APP).
- Pandemic Emergency Purchase Programme (PEPP).
- Long-term refinancing operations (TLTRO, PELTRO).
- Reinvestment of principal payments.
- Eurosystem Governance 🔴⚪⚪
- Role of the ECB Governing Council.
- Eurosystem vs. individual National Central Banks.
- Central Bank Independence.
2. MACROECONOMIC AND CONJUNCTURAL ANALYSIS
Analysis of the economy's health, projections, and statistical data.
- Economic Growth (GDP) 🔴🔴⚪
- Macroeconomic projections for the Euro area.
- Domestic demand vs. Foreign demand.
- Services sector vs. Manufacturing sector.
- Consumer and business confidence (sentiment).
- Labor Market 🔴🔴⚪
- Unemployment and employment rates.
- Wage dynamics (negotiations, wage growth).
- Labor shortages in specific sectors.
- Labor productivity.
- International Trade and Foreign Commerce 🔴⚪⚪
- Supply chain bottlenecks.
- Commodity prices.
- Balance of payments and terms of trade.
- Global economy (US, China, Emerging markets).
3. BANKING SYSTEM AND FINANCIAL MARKETS
Focus on the monetary policy transmission mechanism to the real economy.
- Financing and Credit Conditions 🔴🔴🔴
- Bank Lending Survey (BLS).
- Credit standards for loans to firms and households.
- Loan demand (for investment vs. working capital).
- Cost of borrowing (mortgage rates, corporate rates).
- Financial and Sovereign Markets 🔴🔴⚪
- Sovereign bond yields (Spreads).
- Yield curves.
- Equity and corporate bond markets.
- Euro exchange rate (EER - Effective Exchange Rate).
- Financial Stability and Macroprudential Policy 🔴⚪⚪
- Systemic risks and bank vulnerabilities.
- Capital buffers.
- Non-bank financial sector (Funds, Insurers).
4. FISCAL AND STRUCTURAL POLICY
Interaction between governments and the economy, often viewed through the ECB lens.
- Public Budget and Debt 🔴🔴⚪
- Deficit-to-GDP and Debt-to-GDP ratios.
- Public debt sustainability.
- Stability and Growth Pact (EU fiscal rules).
- Fiscal support measures (during energy crisis or pandemic).
- European Programs (NGEU / RRF) 🔴⚪⚪
- Next Generation EU.
- National structural reforms.
- Public investment and digital/green transition.
5. SHOCKS AND EXOGENOUS FACTORS
External events influencing economic decisions.
- Energy Crisis 🔴🔴⚪
- Gas and electricity prices.
- Impact of energy on inflation and industrial production.
- Energy cost mitigation measures.
- Geopolitics and Uncertainty 🔴⚪⚪
- War in Ukraine (economic impact and sanctions).
- Global geopolitical uncertainty.
- COVID-19 Pandemic (Contextual/Historical) 🔴⚪⚪
- Lockdowns, reopenings, and base effects on statistics.
- Post-pandemic supply chain bottlenecks.
6. CROSS-CUTTING AND FUTURE THEMES
Emerging or specific themes appearing less frequently but with high specificity.
- Climate Change ⚪⚪⚪
- Impact of the green transition on the economy.
- Climate risks for the financial system.
- Payment Innovation ⚪⚪⚪
- Digital Euro.
- Retail payment systems.
- Real Estate Market 🔴⚪⚪
- Residential and commercial property prices.
- Mortgages and real estate sector risks.
👥 Credits & Authors / Crediti e Autori
This dataset and the related experiments were created and curated by: Questo dataset e i relativi esperimenti sono stati creati e curati da:
- Ottaviani Flavio Rubens
- Buccino Davide
Project developed for educational research on Nano Language Models (NLMs).