Text Generation
Transformers
Safetensors
GGUF
MLX
qwen3
lora
regulatory
compliance
ontology-extraction
information-extraction
flowx
conversational
Eval Results (legacy)
text-generation-inference
Instructions to use flowxai/semantic-mapper with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use flowxai/semantic-mapper with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="flowxai/semantic-mapper") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("flowxai/semantic-mapper") model = AutoModelForCausalLM.from_pretrained("flowxai/semantic-mapper", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - MLX
How to use flowxai/semantic-mapper with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("flowxai/semantic-mapper") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - llama-cpp-python
How to use flowxai/semantic-mapper with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="flowxai/semantic-mapper", filename="gguf/semantic-mapper-4b-Q4_K_M.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use flowxai/semantic-mapper with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf flowxai/semantic-mapper:Q4_K_M # Run inference directly in the terminal: llama cli -hf flowxai/semantic-mapper:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf flowxai/semantic-mapper:Q4_K_M # Run inference directly in the terminal: llama cli -hf flowxai/semantic-mapper:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf flowxai/semantic-mapper:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf flowxai/semantic-mapper:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf flowxai/semantic-mapper:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf flowxai/semantic-mapper:Q4_K_M
Use Docker
docker model run hf.co/flowxai/semantic-mapper:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use flowxai/semantic-mapper with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "flowxai/semantic-mapper" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "flowxai/semantic-mapper", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/flowxai/semantic-mapper:Q4_K_M
- SGLang
How to use flowxai/semantic-mapper with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "flowxai/semantic-mapper" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "flowxai/semantic-mapper", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "flowxai/semantic-mapper" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "flowxai/semantic-mapper", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Ollama
How to use flowxai/semantic-mapper with Ollama:
ollama run hf.co/flowxai/semantic-mapper:Q4_K_M
- Unsloth Studio
How to use flowxai/semantic-mapper with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for flowxai/semantic-mapper to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for flowxai/semantic-mapper to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for flowxai/semantic-mapper to start chatting
- Pi
How to use flowxai/semantic-mapper with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "flowxai/semantic-mapper"
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "flowxai/semantic-mapper" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use flowxai/semantic-mapper with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "flowxai/semantic-mapper"
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default flowxai/semantic-mapper
Run Hermes
hermes
- Atomic Chat new
- OpenClaw new
How to use flowxai/semantic-mapper with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "flowxai/semantic-mapper"
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "flowxai/semantic-mapper" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
- MLX LM
How to use flowxai/semantic-mapper with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "flowxai/semantic-mapper"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "flowxai/semantic-mapper" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "flowxai/semantic-mapper", "messages": [ {"role": "user", "content": "Hello"} ] }' - Docker Model Runner
How to use flowxai/semantic-mapper with Docker Model Runner:
docker model run hf.co/flowxai/semantic-mapper:Q4_K_M
- Lemonade
How to use flowxai/semantic-mapper with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull flowxai/semantic-mapper:Q4_K_M
Run and chat with the model
lemonade run user.semantic-mapper-Q4_K_M
List all available models
lemonade list
| version: v1.0 | |
| n_canonical: 252 | |
| concepts: | |
| - id: adverse_action_notice | |
| definition: Duty to notify and justify denial/counteroffer on a credit application. | |
| primary_domain: general | |
| - id: aircraft_cargo_placement | |
| definition: Placement, accessibility, and location of hazmat cargo aboard aircraft | |
| (accessible vs inaccessible loading). | |
| primary_domain: logistics | |
| - id: aml_cft_program | |
| definition: 'Institution''s AML/CFT internal framework: policies, controls, compliance | |
| officer, group-wide and cross-border application.' | |
| primary_domain: banking | |
| - id: aml_training_awareness | |
| definition: Staff training and awareness measures to detect and prevent money laundering | |
| and terrorist financing. | |
| primary_domain: banking | |
| - id: annual_leave | |
| definition: Paid annual leave entitlement, accrual, duration and caps. | |
| primary_domain: labor | |
| - id: anti_discrimination | |
| definition: Neutral, non-discriminatory claims settlement barring bias on protected | |
| characteristics or territory. | |
| primary_domain: insurance | |
| - id: arson_exception | |
| definition: Exception to claim-handling rules where arson or similar wrongful conduct | |
| is involved. | |
| primary_domain: insurance | |
| - id: asset_liability_valuation | |
| definition: Fair-value, arm's-length valuation of assets and liabilities, including | |
| own-credit-standing exclusion. | |
| primary_domain: insurance | |
| - id: authorized_packaging | |
| definition: Authorized/combination/non-bulk/bulk packaging types and the shipper's | |
| obligation to use packaging authorized for the material. | |
| primary_domain: logistics | |
| - id: auto_repair_freedom | |
| definition: Insured's right to choose the repair shop and prohibition on mandating | |
| a specific repairer for motor-vehicle claims. | |
| primary_domain: insurance | |
| - id: base_salary | |
| definition: Base salary and contractually agreed remuneration. | |
| primary_domain: labor | |
| - id: beneficial_ownership | |
| definition: Identification of the natural persons who ultimately own or control | |
| a customer or corporate entity, incl. ownership registers. | |
| primary_domain: banking | |
| - id: candidate_verification | |
| definition: Verification of a hire's professional and personal aptitudes before | |
| engagement. | |
| primary_domain: labor | |
| - id: capital_deductions | |
| definition: Items deducted from own funds (intangibles, deferred tax assets, significant | |
| investments, credit-risk adjustments). | |
| primary_domain: banking | |
| - id: capital_requirements | |
| definition: Minimum and additional capital/own-funds requirements, incl. Pillar | |
| 2 and buffer-related restrictions. | |
| primary_domain: banking | |
| - id: card_based_payments | |
| definition: Card-based payment instruments issued by third parties and related confirmations. | |
| primary_domain: banking | |
| - id: cargo_tank_requirements | |
| definition: 'Cargo tank and portable/tank equipment: markings, relief valves, level | |
| gauging, filling density, and periodic inspection.' | |
| primary_domain: logistics | |
| - id: carrier_transport_contract | |
| definition: 'Logistics: freight/carriage contract, carrier obligations, and liability.' | |
| primary_domain: general | |
| - id: central_counterparty_clearing | |
| definition: Clearing of OTC derivatives through central counterparties, incl. QCCP | |
| treatment and CCP exposures. | |
| primary_domain: banking | |
| - id: claim_acceptance_or_denial | |
| definition: Affirmation or denial of coverage for a claim within a reasonable time, | |
| with a stated basis. | |
| primary_domain: insurance | |
| - id: claim_acknowledgement | |
| definition: Insurer's prompt acknowledgement and initial communication of receipt | |
| of a claim. | |
| primary_domain: insurance | |
| - id: claim_investigation | |
| definition: Prompt, reasonable investigation of a claim, including required standards | |
| and materiality limits. | |
| primary_domain: insurance | |
| - id: claim_payment_deadline | |
| definition: Deadline for actual payment of an accepted claim once due. | |
| primary_domain: insurance | |
| - id: claimant_rights | |
| definition: Rights of claimants and insureds during claim handling, including definitions | |
| of claimant and first-party claim. | |
| primary_domain: insurance | |
| - id: claims_handling_procedures | |
| definition: Insurer's internal written standards, procedures, and claims-agent training | |
| for claim handling. | |
| primary_domain: insurance | |
| - id: client_reporting | |
| definition: Periodic/durable-medium communications and statements to clients. | |
| primary_domain: general | |
| - id: closure_integrity | |
| definition: Requirements that closures, manholes, and seals be leakproof and secured | |
| to prevent release. | |
| primary_domain: logistics | |
| - id: coercive_settlement_practice | |
| definition: Prohibited coercive or leveraging tactics that pressure claimants (compelling | |
| litigation, using coverage as leverage, restricting attorney access). | |
| primary_domain: insurance | |
| - id: collective_bargaining | |
| definition: Collective agreements, mandatory negotiation duties and union representation. | |
| primary_domain: labor | |
| - id: compensatory_rest | |
| definition: Replacement rest granted when normal rest is reduced or worked. | |
| primary_domain: labor | |
| - id: competent_authority | |
| definition: The regulatory/supervisory authorities and standard-setters (EBA, competent | |
| authority) and their instruments. | |
| primary_domain: banking | |
| - id: compliance_function | |
| definition: Compliance policies, compliance officer, and monitoring of personal | |
| transactions/tied agents. | |
| primary_domain: banking | |
| - id: compressed_gas_material | |
| definition: Compressed, liquefied, nonliquefied, or refrigerant gases and pressurized | |
| receptacles/aerosols as regulated substances. | |
| primary_domain: logistics | |
| - id: conflict_of_interest | |
| definition: Identifying and preventing conflicts between interests in a regulated | |
| activity. | |
| primary_domain: general | |
| - id: conflicts_of_interest | |
| definition: Identification, prevention, and management of conflicts of interest. | |
| primary_domain: banking | |
| - id: consent | |
| definition: Free/explicit consent as a validity or processing condition. | |
| primary_domain: general | |
| - id: consumer_credit | |
| definition: 'Consumer lending disclosures: loan/finance charges, mortgages, ability-to-repay.' | |
| primary_domain: general | |
| - id: consumer_liability_eft | |
| definition: Consumer liability limits and notice requirements for unauthorised electronic | |
| fund transfers / access devices. | |
| primary_domain: banking | |
| - id: contract_form_requirements | |
| definition: Written/electronic form, language and legibility requirements for the | |
| contract. | |
| primary_domain: labor | |
| - id: correspondent_banking | |
| definition: Rules for cross-border correspondent relationships, respondent institutions, | |
| and payable-through accounts. | |
| primary_domain: banking | |
| - id: corrosive_material | |
| definition: Corrosive materials (Class 8) as a regulated substance category. | |
| primary_domain: logistics | |
| - id: cost_and_charge_disclosure | |
| definition: Disclosure of all costs and charges associated with an insurance-based | |
| investment product. | |
| primary_domain: insurance | |
| - id: coverage_disclosure | |
| definition: Disclosure to claimants of applicable coverage, benefits, and policy | |
| limits. | |
| primary_domain: insurance | |
| - id: credit_exposure | |
| definition: 'Banking: exposures, obligors, default, past-due, collateral, and mortgages.' | |
| primary_domain: general | |
| - id: credit_institution_definition | |
| definition: Definitions and scope of credit/financial institutions and deposit-taking | |
| activity. | |
| primary_domain: banking | |
| - id: credit_risk | |
| definition: Credit-risk exposure measurement, defaults, past-due obligors, and non-performing | |
| exposures. | |
| primary_domain: banking | |
| - id: credit_risk_mitigation | |
| definition: Recognition of collateral, covered bonds, and other techniques that | |
| reduce credit-risk exposure. | |
| primary_domain: banking | |
| - id: creditworthiness_assessment | |
| definition: Evaluation of a borrower's creditworthiness and ability to repay. | |
| primary_domain: banking | |
| - id: cross_border_operations | |
| definition: Right of establishment / freedom to provide services across jurisdictions. | |
| primary_domain: general | |
| - id: cross_selling | |
| definition: Rules on bundled or tied products, component separability, and cost | |
| disclosure in cross-selling. | |
| primary_domain: insurance | |
| - id: customer_due_diligence | |
| definition: Identifying and verifying customers and understanding the business relationship | |
| before/while providing services (CDD/KYC). | |
| primary_domain: banking | |
| - id: customer_identity_verification | |
| definition: Verifying the identity of the customer and confirming who holds/controls | |
| the account. | |
| primary_domain: banking | |
| - id: cylinder_requalification | |
| definition: Periodic requalification, visual inspection, service-pressure verification | |
| and pressure-relief-device checks of cylinders. | |
| primary_domain: logistics | |
| - id: cylinder_requirements | |
| definition: Compressed-gas cylinder construction, materials (aluminum/DOT-3AL), | |
| oxygen service, and filling limits. | |
| primary_domain: logistics | |
| - id: daily_rest | |
| definition: Minimum uninterrupted rest between two working days. | |
| primary_domain: labor | |
| - id: dangerous_goods_transport | |
| definition: 'Logistics: transport of hazardous/dangerous goods and required notification.' | |
| primary_domain: general | |
| - id: data_protection | |
| definition: Protection of personal data and explicit consent to its processing. | |
| primary_domain: banking | |
| - id: definitions | |
| definition: Regulatory definitional provisions (business day, form title, working | |
| day, etc.). | |
| primary_domain: general | |
| - id: derivatives_reporting | |
| definition: Derivative-contract lifecycle events, novation, and reporting to trade | |
| repositories. | |
| primary_domain: banking | |
| - id: disclosure_obligation | |
| definition: Duty to disclose required information to counterparties or authorities. | |
| primary_domain: general | |
| - id: dismissal_for_cause | |
| definition: Termination grounded in employee fault, misconduct or good cause. | |
| primary_domain: labor | |
| - id: dismissal_general | |
| definition: Termination of employment by the employer as a general concept. | |
| primary_domain: labor | |
| - id: dismissal_justification | |
| definition: Requirement to state and justify a real and serious cause for dismissal. | |
| primary_domain: labor | |
| - id: dismissal_procedure | |
| definition: 'Procedural steps for dismissal: interview, summons, registered letter, | |
| deadlines.' | |
| primary_domain: labor | |
| - id: dismissal_protection | |
| definition: Special dismissal protection for disability, maternity and protected | |
| periods. | |
| primary_domain: labor | |
| - id: dismissal_remedies | |
| definition: 'Remedies for unlawful dismissal: reinstatement, indemnity, compensation | |
| caps, scales.' | |
| primary_domain: labor | |
| - id: distributor_conduct | |
| definition: Honest, fair, professional conduct of insurance distributors acting | |
| in the client's best interest, including distributor identity and complaints handling. | |
| primary_domain: insurance | |
| - id: dividend_and_financial_misrepresentation | |
| definition: Prohibition on misrepresenting dividends, financial condition, or estimates, | |
| and on inducing policy replacement or lapse. | |
| primary_domain: insurance | |
| - id: documentation_standard | |
| definition: Standards for documentation, record retention, and evidentiary records | |
| in insurance operations. | |
| primary_domain: insurance | |
| - id: drum_specification | |
| definition: Construction and specification standards for drums and jerricans (steel/aluminum/plastic, | |
| 1A/1B/1H specs, UV resistance). | |
| primary_domain: logistics | |
| - id: economic_dismissal | |
| definition: Dismissal on operational/redundancy grounds not linked to the person. | |
| primary_domain: labor | |
| - id: electronic_documentation | |
| definition: 'Logistics: electronic/machine-readable regulatory transport information | |
| platforms.' | |
| primary_domain: general | |
| - id: electronic_fund_transfer_errors | |
| definition: 'Error resolution for electronic fund transfers: notice, investigation | |
| timeline, provisional credit (Reg E).' | |
| primary_domain: banking | |
| - id: electronic_money | |
| definition: Electronic money and anonymous prepaid card products and their low-risk | |
| derogations. | |
| primary_domain: banking | |
| - id: eligible_own_funds | |
| definition: Own funds eligible to cover capital requirements. | |
| primary_domain: insurance | |
| - id: emergency_response_information | |
| definition: 'Emergency response and first-aid information: immediate hazards, incident | |
| mitigation, spill handling, and response plans accompanying a shipment.' | |
| primary_domain: logistics | |
| - id: employee_registration | |
| definition: Registering employees in official registers and transmitting data to | |
| authorities. | |
| primary_domain: labor | |
| - id: employee_rights | |
| definition: General employee rights, entitlements, information and consultation. | |
| primary_domain: labor | |
| - id: employer_obligations | |
| definition: General employer duties and cost-bearing obligations toward employees. | |
| primary_domain: labor | |
| - id: employment_contract | |
| definition: The individual employment contract, its essential clauses and formation. | |
| primary_domain: labor | |
| - id: employment_relationship_criteria | |
| definition: 'Tests defining an employment relationship: subordination, dependency, | |
| substance over form.' | |
| primary_domain: labor | |
| - id: enhanced_due_diligence | |
| definition: Heightened AML scrutiny for higher-risk customers, relationships, or | |
| jurisdictions. | |
| primary_domain: general | |
| - id: environmentally_hazardous_material | |
| definition: Marine pollutants, petroleum oil, and other environmentally hazardous | |
| / miscellaneous (Class 9) substances and reportable/hazardous-substance status. | |
| primary_domain: logistics | |
| - id: explosive_material | |
| definition: Explosives and explosive articles, including fireworks, cartridges, | |
| and detonating cord. | |
| primary_domain: logistics | |
| - id: exposure_class | |
| definition: Classification of exposures by counterparty/asset type (retail, residential | |
| mortgage, central government, MDBs, etc.). | |
| primary_domain: banking | |
| - id: extraordinary_termination | |
| definition: Summary/immediate termination without notice for serious cause and its | |
| deadlines. | |
| primary_domain: labor | |
| - id: fair_lending | |
| definition: 'Non-discrimination in credit: prohibited bases, marital status, age, | |
| childbearing, income, account treatment.' | |
| primary_domain: banking | |
| - id: fair_lending_data_collection | |
| definition: Collection of demographic/monitoring data for fair-lending oversight | |
| (HMDA, ethnicity/race, dwelling-secured credit). | |
| primary_domain: banking | |
| - id: false_advertising | |
| definition: Prohibition on false, deceptive, or misleading advertising, statements, | |
| or public dissemination about insurance. | |
| primary_domain: insurance | |
| - id: financial_intelligence_unit | |
| definition: The national authority (FIU) that receives, analyses, and acts on suspicious-transaction | |
| reports. | |
| primary_domain: banking | |
| - id: fit_and_proper | |
| definition: 'Suitability of board members and key staff: knowledge, independence | |
| of mind, and directorship limits.' | |
| primary_domain: banking | |
| - id: flammable_liquid_material | |
| definition: Flammable and combustible liquids as a regulated material category. | |
| primary_domain: logistics | |
| - id: form_requirements | |
| definition: 'Formal requirements: written/registered-letter/language/legibility | |
| of documents.' | |
| primary_domain: general | |
| - id: fraud_investigation_and_reporting | |
| definition: Special investigation units, mandatory fraud reporting, notification, | |
| and referral to authorities. | |
| primary_domain: insurance | |
| - id: fraud_reporting_immunity | |
| definition: Civil liability protection and good-faith immunity for parties reporting | |
| suspected fraud without malice. | |
| primary_domain: insurance | |
| - id: good_faith_settlement | |
| definition: Overarching obligation of good faith and fair dealing in settling and | |
| handling claims. | |
| primary_domain: insurance | |
| - id: governance | |
| definition: Internal governance, management-body accountability, and organisational | |
| arrangements. | |
| primary_domain: general | |
| - id: governance_arrangements | |
| definition: Overall internal governance, organisational structure, and sound-management | |
| arrangements of the institution. | |
| primary_domain: banking | |
| - id: harassment | |
| definition: 'Moral harassment: repeated acts degrading conditions, dignity or career | |
| prospects.' | |
| primary_domain: labor | |
| - id: hazard_class_division | |
| definition: A specific hazard class or division code (Class 1-9 and their divisions, | |
| e.g. 1.1, 2.1, 5.1, 6.1) identifying the primary hazard type. | |
| primary_domain: logistics | |
| - id: hazard_classification | |
| definition: The system and act of classifying a material by its hazard nature (assigning | |
| class, division, or determining what makes it hazardous). | |
| primary_domain: logistics | |
| - id: hazard_labeling | |
| definition: 'Hazard labels and their design/specifications: diamond labels, color, | |
| background, durability, weather resistance, and class-specific label types.' | |
| primary_domain: logistics | |
| - id: hazmat_marking | |
| definition: 'Required markings on packages: identification number, RQ, orientation, | |
| technical name, and non-bulk/bulk marking requirements.' | |
| primary_domain: logistics | |
| - id: hazmat_training | |
| definition: 'Hazmat employee training: initial, recurrent (three-year cycle), security, | |
| and function-specific training.' | |
| primary_domain: logistics | |
| - id: high_cost_mortgage | |
| definition: 'Restrictions on high-cost/higher-priced mortgages: APR thresholds, | |
| balloon payment and negative-amortization bans.' | |
| primary_domain: banking | |
| - id: high_risk_jurisdiction | |
| definition: Enhanced obligations toward third countries with strategic AML/CFT deficiencies. | |
| primary_domain: banking | |
| - id: ibip_investment_product | |
| definition: Insurance-based investment products (IBIP) and their distribution-specific | |
| requirements. | |
| primary_domain: insurance | |
| - id: identity_verification | |
| definition: Confirming the identity of a customer or beneficial owner from reliable | |
| evidence. | |
| primary_domain: general | |
| - id: incident_reporting | |
| definition: 'Reporting of hazmat incidents: immediate telephone notification, National | |
| Response Center, and written reports (DOT Form 5800.1).' | |
| primary_domain: logistics | |
| - id: inner_packaging_protection | |
| definition: Protection of contents via cushioning, inner packaging protection, and | |
| safe internal arrangement. | |
| primary_domain: logistics | |
| - id: insolvency_protection | |
| definition: Protection of injured third parties against insurer or insured insolvency | |
| and mandatory liability-policy provisions. | |
| primary_domain: insurance | |
| - id: insurance_contract | |
| definition: Formation, scope, exclusions, premiums, and termination of insurance | |
| cover. | |
| primary_domain: general | |
| - id: insurance_distribution | |
| definition: Insurance intermediary/distributor conduct, competence, and indemnity | |
| duties. | |
| primary_domain: general | |
| - id: insurance_fraud | |
| definition: Fraudulent insurance acts including false material statements, application | |
| fraud, and workers-compensation fraud. | |
| primary_domain: insurance | |
| - id: insured_duty_to_cooperate | |
| definition: Insured's duty to cooperate, submit to examination under oath, and produce | |
| books and records. | |
| primary_domain: insurance | |
| - id: insurer_indemnity_offer | |
| definition: Insurer's duty to make a timely indemnity offer within statutory deadlines | |
| (e.g. three/eight months). | |
| primary_domain: insurance | |
| - id: insurer_liability | |
| definition: Insurer's coverage obligations, exemptions, and liability limits. | |
| primary_domain: general | |
| - id: internal_controls | |
| definition: Internal control systems, segregation of duties, and internal policies. | |
| primary_domain: banking | |
| - id: internal_model | |
| definition: Use, appropriateness, and use-test governance of an insurer's internal | |
| model. | |
| primary_domain: insurance | |
| - id: investment_governance | |
| definition: Prudent-person principle and governance of investment risk. | |
| primary_domain: insurance | |
| - id: irb_approach | |
| definition: Internal ratings-based approach for calculating credit-risk capital | |
| requirements. | |
| primary_domain: banking | |
| - id: large_exposures | |
| definition: Limits, exemptions, and preferential treatment for large or concentrated | |
| exposures. | |
| primary_domain: banking | |
| - id: leverage_ratio | |
| definition: Non-risk-based capital-to-exposure measure and its exposure/capital | |
| components. | |
| primary_domain: banking | |
| - id: licensing_authorization | |
| definition: Requirement to be authorized/licensed to conduct a regulated activity. | |
| primary_domain: general | |
| - id: limited_quantity_exception | |
| definition: Limited-quantity, consumer-commodity, small-quantity and packaging exceptions | |
| with reduced regulatory burden. | |
| primary_domain: logistics | |
| - id: liquidity_requirements | |
| definition: Liquidity standards and requirements imposed on institutions. | |
| primary_domain: banking | |
| - id: lithium_battery | |
| definition: Lithium batteries and their specific transport conditions and provisions. | |
| primary_domain: logistics | |
| - id: loading_handling_operations | |
| definition: 'Operational safety during loading/unloading and transit: attendance, | |
| qualified persons, smoking prohibition, and heat-sensitive handling.' | |
| primary_domain: logistics | |
| - id: management_body | |
| definition: The management/supervisory body, its accountability, and chairman/CEO | |
| separation. | |
| primary_domain: banking | |
| - id: market_operational_risk | |
| definition: 'Banking: market, operational, and other non-credit risk categories.' | |
| primary_domain: general | |
| - id: minimum_capital_requirement | |
| definition: Minimum Capital Requirement, its absolute floor, and linear-function | |
| calculation. | |
| primary_domain: insurance | |
| - id: minimum_wage | |
| definition: Statutory or guaranteed minimum wage floor. | |
| primary_domain: labor | |
| - id: misrepresentation_of_policy | |
| definition: Prohibition on misrepresenting policy provisions, coverage, benefits, | |
| or facts relevant to a claim. | |
| primary_domain: insurance | |
| - id: money_laundering | |
| definition: Predicate offences and proceeds-of-crime concepts underlying AML controls. | |
| primary_domain: general | |
| - id: money_laundering_terrorist_financing | |
| definition: 'The underlying financial-crime risks the AML/CFT regime targets: money | |
| laundering, terrorist financing, and predicate offences.' | |
| primary_domain: banking | |
| - id: night_work | |
| definition: Definition, limits, and health protections specific to night-shift work. | |
| primary_domain: labor | |
| - id: non_discrimination | |
| definition: General prohibition of discrimination in employment. | |
| primary_domain: labor | |
| - id: notice_period | |
| definition: Advance notice required before termination, including seniority-based | |
| and minimum notice. | |
| primary_domain: labor | |
| - id: occupational_health_safety | |
| definition: Prevention of occupational risk and worker health/safety protection. | |
| primary_domain: general | |
| - id: on_call_duty | |
| definition: On-call, stand-by and readiness time and how it counts as working time. | |
| primary_domain: labor | |
| - id: ongoing_monitoring | |
| definition: Continuous scrutiny of transactions and updating of customer information | |
| throughout the relationship. | |
| primary_domain: banking | |
| - id: order_execution | |
| definition: 'Handling of client orders: prompt/fair/expeditious execution and order | |
| sequencing.' | |
| primary_domain: banking | |
| - id: other_termination_modes | |
| definition: Termination by resignation, mutual dissolution agreement, and their | |
| effectiveness. | |
| primary_domain: labor | |
| - id: overdraft_opt_in | |
| definition: Overdraft service consumer opt-in/consent requirements for ATM and debit-card | |
| transactions. | |
| primary_domain: banking | |
| - id: overtime | |
| definition: Work beyond normal hours and its premium/increment compensation. | |
| primary_domain: labor | |
| - id: own_funds | |
| definition: Regulatory capital of an institution and its components (CET1, Tier | |
| 1, Tier 2, reserves, share premium, retained earnings). | |
| primary_domain: banking | |
| - id: oxidizer_material | |
| definition: Oxidizing substances as a regulated material category. | |
| primary_domain: logistics | |
| - id: packaging_performance_testing | |
| definition: Packaging design qualification, performance testing, and periodic retesting | |
| (drop, hydrostatic, leakproofness, type testing). | |
| primary_domain: logistics | |
| - id: packing_group | |
| definition: The packing group (I/II/III) indicating degree of danger within a hazard | |
| class. | |
| primary_domain: logistics | |
| - id: paid_leave | |
| definition: Paid annual-leave entitlement, accrual, and caps. | |
| primary_domain: general | |
| - id: party_roles | |
| definition: 'Definition of the parties: employee and employer.' | |
| primary_domain: labor | |
| - id: pay_equity | |
| definition: Equal pay, gender pay gap and non-discrimination in remuneration. | |
| primary_domain: labor | |
| - id: payment_data_protection | |
| definition: Protection of sensitive payment data and secure open-standards communication. | |
| primary_domain: banking | |
| - id: payment_initiation_services | |
| definition: Third-party payment initiation/account services (PISP, ASPSP) and funds-availability | |
| confirmation. | |
| primary_domain: banking | |
| - id: payment_services | |
| definition: 'Payment/EFT services: initiation, execution, authentication, error | |
| resolution.' | |
| primary_domain: general | |
| - id: personal_dismissal | |
| definition: Dismissal for reasons inherent to the person requiring real and serious | |
| cause. | |
| primary_domain: labor | |
| - id: placarding | |
| definition: Placards and vehicle/tank markings displaying hazard information on | |
| transport units, including orange panels and square-on-point placards. | |
| primary_domain: logistics | |
| - id: policy_nonrenewal_notice | |
| definition: Advance-notice requirements and timelines for policy nonrenewal of covered | |
| policies. | |
| primary_domain: insurance | |
| - id: policy_nullity_for_misrepresentation | |
| definition: Nullity of the contract for the insured's intentional false declaration | |
| or concealment, with retention of premiums. | |
| primary_domain: insurance | |
| - id: policy_provisions | |
| definition: Substantive terms, provisions, limits, and mandatory clauses of an insurance | |
| policy. | |
| primary_domain: insurance | |
| - id: policyholder_protection | |
| definition: Safeguards for policyholders including insolvency and direct-action | |
| rights. | |
| primary_domain: general | |
| - id: politically_exposed_person | |
| definition: Special AML category for high-profile public officials and associates. | |
| primary_domain: general | |
| - id: pre_contractual_disclosure | |
| definition: Information the distributor must provide to customers before contract | |
| conclusion or before purchase. | |
| primary_domain: insurance | |
| - id: pre_employment_information | |
| definition: Information and consent duties owed before work starts or contract conclusion. | |
| primary_domain: labor | |
| - id: product_oversight_governance | |
| definition: Manufacturer's product approval, oversight, and governance obligations | |
| for insurance products. | |
| primary_domain: insurance | |
| - id: prompt_fair_settlement | |
| definition: Duty to attempt prompt, fair and equitable settlement of claims where | |
| liability is reasonably clear. | |
| primary_domain: insurance | |
| - id: prompt_payment_penalty | |
| definition: Penalties, penalty interest, damages, or attorney fees for delayed or | |
| late claim payment. | |
| primary_domain: insurance | |
| - id: proof_of_loss | |
| definition: Requirements and standards for the insured's proof of loss and information | |
| supporting a claim. | |
| primary_domain: insurance | |
| - id: proper_shipping_name | |
| definition: The proper shipping name, basic description, or technical name used | |
| to describe the material in transport documents and markings. | |
| primary_domain: logistics | |
| - id: proportionality | |
| definition: Applying requirements proportionately to size, nature, and complexity. | |
| primary_domain: general | |
| - id: prudential_supervision | |
| definition: Authority-led oversight of financial-institution soundness and solvency. | |
| primary_domain: general | |
| - id: rate_regulation | |
| definition: Rate standards prohibiting excessive, inadequate, or unfairly discriminatory | |
| rates, and risk classification. | |
| primary_domain: insurance | |
| - id: real_estate_exposure | |
| definition: Treatment of exposures secured by residential or commercial immovable | |
| property. | |
| primary_domain: banking | |
| - id: record_keeping | |
| definition: Retention of transaction records and documentary evidence for compliance. | |
| primary_domain: general | |
| - id: record_keeping_reporting | |
| definition: Record-keeping, reporting deadlines, and additional regulatory reporting | |
| obligations. | |
| primary_domain: banking | |
| - id: recordkeeping_retention | |
| definition: Retention of transport records, manifests, and reports for required | |
| periods. | |
| primary_domain: logistics | |
| - id: regulatory_definitions | |
| definition: Definitional and general-principle provisions (business day, notice | |
| of claim, general principles, proportionality). | |
| primary_domain: insurance | |
| - id: regulatory_penalty | |
| definition: Assessment of penalties and defenses, including good-faith defense, | |
| remedial measures, compliance history, and extraordinary circumstances. | |
| primary_domain: insurance | |
| - id: regulatory_reference | |
| definition: Regulatory scope, definitions, applicability, and reference materials | |
| (hazmat table, UN Manual of Tests and Criteria, HM column). | |
| primary_domain: logistics | |
| - id: regulatory_standards | |
| definition: Technical standards, delegated acts, and other secondary regulatory | |
| instruments. | |
| primary_domain: banking | |
| - id: remedies_framework | |
| definition: Cumulative, non-exclusive nature of statutory and common-law remedies | |
| available to claimants. | |
| primary_domain: insurance | |
| - id: remuneration | |
| definition: General pay, salary, wages and their definition and components. | |
| primary_domain: labor | |
| - id: remuneration_and_conflicts | |
| definition: Disclosure of remuneration and identification and management of conflicts | |
| of interest in distribution. | |
| primary_domain: insurance | |
| - id: remuneration_policy | |
| definition: Remuneration and variable-remuneration policies and restrictions. | |
| primary_domain: banking | |
| - id: reporting_obligation | |
| definition: Duty to report events/data to regulators (derivatives, RTS, timestamping). | |
| primary_domain: general | |
| - id: rest_breaks | |
| definition: In-shift breaks and minimum break duration during the working day. | |
| primary_domain: labor | |
| - id: rest_periods | |
| definition: Mandated breaks, daily/weekly rest, and compensatory rest. | |
| primary_domain: general | |
| - id: risk_assessment | |
| definition: Identifying, analyzing, and rating risks (financial, operational, occupational). | |
| primary_domain: general | |
| - id: risk_based_approach | |
| definition: Calibrating controls/vigilance to assessed risk levels (banking/AML). | |
| primary_domain: general | |
| - id: risk_management | |
| definition: Systems, frameworks, and capacity for managing and bearing risk. | |
| primary_domain: general | |
| - id: risk_management_framework | |
| definition: Risk management function, risk committee, risk appetite/strategy, and | |
| sound-risk-management requirements. | |
| primary_domain: banking | |
| - id: risk_management_system | |
| definition: Risk-management system, continuous risk monitoring, and treatment of | |
| risk interdependencies. | |
| primary_domain: insurance | |
| - id: risk_prevention_planning | |
| definition: Risk assessment and prevention/protection plans for the workplace. | |
| primary_domain: labor | |
| - id: risk_weighted_exposure | |
| definition: Risk weighting of exposures and computation of risk-weighted exposure | |
| amounts. | |
| primary_domain: banking | |
| - id: route_selection | |
| definition: Routing controls for high-hazard shipments, including radioactive routing | |
| and route selection based on risk. | |
| primary_domain: logistics | |
| - id: safety_device_article | |
| definition: Manufactured safety devices such as air-bag inflators and seat-belt | |
| pretensioners (UN3268) as regulated articles. | |
| primary_domain: logistics | |
| - id: scope_applicability | |
| definition: Provisions defining coverage, applicability, thresholds, and time periods. | |
| primary_domain: general | |
| - id: segregation_stowage | |
| definition: Segregation, compatibility, and stowage of incompatible materials and | |
| cargo securement/attendance during transport. | |
| primary_domain: logistics | |
| - id: settlement_amount_adequacy | |
| definition: Requirement that settlement offers be fair and reasonable, prohibiting | |
| lowball offers relative to claim value. | |
| primary_domain: insurance | |
| - id: settlement_basis_and_scope | |
| definition: Basis, method, and scope of settlement including replacement cost, partial | |
| payment, releases, and covered damage. | |
| primary_domain: insurance | |
| - id: settlement_timeline | |
| definition: Statutory or regulatory time limits governing claim handling, response, | |
| and settlement steps. | |
| primary_domain: insurance | |
| - id: shift_work | |
| definition: Organisation of work in shifts and related derogations. | |
| primary_domain: labor | |
| - id: shipper_certification | |
| definition: The shipper's/consignor's certification statement and responsibility | |
| that the shipment is properly prepared and offered for transport. | |
| primary_domain: logistics | |
| - id: shipping_paper | |
| definition: The shipping paper / transport document itself, its preparation, content, | |
| entries, and legibility. | |
| primary_domain: logistics | |
| - id: simplified_due_diligence | |
| definition: Reduced CDD measures permitted for demonstrably low-risk customers, | |
| products, or transactions. | |
| primary_domain: banking | |
| - id: solvency_capital | |
| definition: 'Insurance: solvency, technical reserves, eligible own funds, and capitalisation.' | |
| primary_domain: general | |
| - id: solvency_capital_requirement | |
| definition: Solvency Capital Requirement and related overall solvency needs of the | |
| insurer. | |
| primary_domain: insurance | |
| - id: sources_of_law | |
| definition: Non-statutory sources such as collective, local and professional customs. | |
| primary_domain: labor | |
| - id: spill_discharge_response | |
| definition: Spill/discharge response planning and cleanup actions, including contamination | |
| removal and discharge response. | |
| primary_domain: logistics | |
| - id: strong_customer_authentication | |
| definition: Strong customer authentication (SCA), its exemptions, and personalised | |
| security credentials. | |
| primary_domain: banking | |
| - id: subsidiary_hazard | |
| definition: A secondary/subsidiary hazard or compatibility grouping in addition | |
| to the primary hazard class. | |
| primary_domain: logistics | |
| - id: suitability_assessment | |
| definition: Assessment of the client's knowledge, experience, risk tolerance, and | |
| ability to bear losses to determine product suitability. | |
| primary_domain: insurance | |
| - id: sunday_holiday_rest | |
| definition: Rest on Sundays and public holidays, prohibitions and substitute rest. | |
| primary_domain: labor | |
| - id: supervisory_authority | |
| definition: The competent body empowered to authorize, supervise, and enforce. | |
| primary_domain: general | |
| - id: supervisory_powers | |
| definition: Powers and actions of competent/supervisory authorities over institutions. | |
| primary_domain: banking | |
| - id: supervisory_review | |
| definition: Supervisory review and evaluation process (SREP), stress testing, and | |
| proportionality. | |
| primary_domain: banking | |
| - id: suspicious_activity_reporting | |
| definition: Obligation to report suspected money laundering/terrorist financing | |
| to authorities. | |
| primary_domain: general | |
| - id: suspicious_transaction_reporting | |
| definition: Obligation to report suspicious transactions/activity to authorities, | |
| and related recognition duties. | |
| primary_domain: banking | |
| - id: sustainable_development | |
| definition: Environmental protection and sustainability as regulatory objectives. | |
| primary_domain: general | |
| - id: system_of_governance | |
| definition: Overall system of governance, organisational arrangements, and conflict-of-interest | |
| prevention at insurer level. | |
| primary_domain: insurance | |
| - id: technical_provisions | |
| definition: Technical provisions calculated on a market-consistent, transfer-value, | |
| prudent basis. | |
| primary_domain: insurance | |
| - id: termination_of_employment | |
| definition: Dismissal, notice, redundancy, mutual/unilateral and by-law termination | |
| of employment. | |
| primary_domain: general | |
| - id: terrorist_financing | |
| definition: Financing of terrorism as a regulated financial-crime risk. | |
| primary_domain: general | |
| - id: third_party_liability_claim | |
| definition: 'Third-party liability insurance mechanics: defense, indemnity, subrogation, | |
| recourse, and third-party rights (incl. RC auto / Haftpflicht).' | |
| primary_domain: insurance | |
| - id: toxic_material | |
| definition: Poisonous/toxic materials and poison-inhalation-hazard substances, including | |
| toxicity and inhalation-zone criteria. | |
| primary_domain: logistics | |
| - id: transaction_monitoring | |
| definition: Screening and analysis of transactions to detect unusual, suspicious, | |
| or anomalous activity. | |
| primary_domain: banking | |
| - id: transparency | |
| definition: General principle of openness and clear communication to stakeholders. | |
| primary_domain: general | |
| - id: transport_authorization | |
| definition: 'Logistics: operator/community licences, market access, cabotage, and | |
| profession access.' | |
| primary_domain: general | |
| - id: transport_by_air | |
| definition: 'Air-transport requirements: passenger vs cargo aircraft limits, cargo-aircraft-only, | |
| carry-on/baggage rules, and quantity limitations.' | |
| primary_domain: logistics | |
| - id: transport_by_highway | |
| definition: Highway/road transport requirements for vehicles carrying hazardous | |
| materials, including stowage and fire-extinguisher rules. | |
| primary_domain: logistics | |
| - id: transport_by_rail | |
| definition: Rail transport requirements including rail acceptance and shipper certification | |
| for rail. | |
| primary_domain: logistics | |
| - id: transport_by_vessel | |
| definition: Vessel/marine transport requirements including cargo transport units | |
| and vessel stowage. | |
| primary_domain: logistics | |
| - id: transport_marking | |
| definition: 'Logistics: marking of packages/shipments (shipping name, ID, inhalation | |
| hazard).' | |
| primary_domain: general | |
| - id: un_number_identification | |
| definition: The UN/identification number, EX/FC number, or numeric identifier assigned | |
| to a hazardous material. | |
| primary_domain: logistics | |
| - id: unauthorised_transaction_liability | |
| definition: Liability, refunds, and account restoration for unauthorised or fraudulent | |
| payment transactions. | |
| primary_domain: banking | |
| - id: unfair_claims_practice | |
| definition: General prohibition on unfair or deceptive claim settlement practices, | |
| including as a general business practice. | |
| primary_domain: insurance | |
| - id: unfair_dismissal | |
| definition: Dismissal lacking valid justification and its legal qualification. | |
| primary_domain: labor | |
| - id: vehicle_as_cargo | |
| definition: Vehicles, engines, and internal-combustion machinery shipped as cargo, | |
| including fuel-tank draining requirements. | |
| primary_domain: logistics | |
| - id: vehicle_decontamination | |
| definition: Inspection and decontamination of aircraft/vehicles for residual contamination | |
| after hazmat carriage. | |
| primary_domain: logistics | |
| - id: vehicle_inspection | |
| definition: Pre-inspection and vehicle-inspection requirements for automobile physical-damage | |
| coverage at inception. | |
| primary_domain: insurance | |
| - id: vulnerable_workers | |
| definition: Special rules for young workers and other protected worker categories. | |
| primary_domain: labor | |
| - id: waiver_and_settlement | |
| definition: Waiver of claims, conciliation and settlement around termination disputes. | |
| primary_domain: labor | |
| - id: waste_manifest | |
| definition: Hazardous waste manifest documentation (EPA Form 8700-22), generator/carrier | |
| signatures and retention. | |
| primary_domain: logistics | |
| - id: weekly_rest | |
| definition: Minimum weekly rest period and consecutive rest hours. | |
| primary_domain: labor | |
| - id: wet_battery | |
| definition: Wet/electric storage batteries, electrolyte handling, upright stowage, | |
| and short-circuit/heat prevention. | |
| primary_domain: logistics | |
| - id: worker_eligibility | |
| definition: Employee/employer status, thresholds, and eligibility for statutory | |
| protections. | |
| primary_domain: general | |
| - id: worker_health_surveillance | |
| definition: Medical examinations, health monitoring and fitness of (night) workers. | |
| primary_domain: labor | |
| - id: worker_wellbeing | |
| definition: Physical and mental health, dignity and adapted work organisation. | |
| primary_domain: labor | |
| - id: working_time | |
| definition: Limits on daily/weekly working hours and averaging/reference periods. | |
| primary_domain: general | |
| - id: working_time_derogation | |
| definition: Sectoral/collective exceptions extending working time or reducing rest. | |
| primary_domain: labor | |
| - id: working_time_limits | |
| definition: Statutory caps on daily/weekly working hours and reference/averaging | |
| periods. | |
| primary_domain: labor | |
| - id: workplace_safety | |
| definition: Employer duty to ensure health and safety and prevent occupational risks. | |
| primary_domain: labor | |