Add Oracle ERP Cloud eval dataset (30 samples, 7 modules)
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- data/samples.jsonl +30 -0
README.md
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---
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license: mit
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task_categories:
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- question-answering
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language:
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- en
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tags:
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- oracle
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- erp
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- enterprise-software
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- llm-evaluation
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- benchmark
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- oracle-cloud
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pretty_name: Oracle ERP Cloud Workflow & Terminology Eval
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size_categories:
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- n<1K
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---
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# Oracle ERP Cloud Workflow & Terminology Eval
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A benchmark dataset for evaluating large language models on Oracle ERP Cloud knowledge — including workflows, terminology, document types, approval hierarchies, and process flows across seven core Oracle Cloud modules.
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## Overview
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| Property | Value |
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|----------|-------|
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| Samples | 30 |
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| Modules covered | 7 |
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| Task type | Short-answer question answering |
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| Eval framework | [OpenAI Evals](https://github.com/openai/evals) (FuzzyMatch) |
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| Metric | Accuracy (fuzzy string match) |
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## Modules Covered
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| Module | Example concept tested |
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|--------|----------------------|
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| **Procurement Cloud** | Three-way match, Blanket Purchase Agreements, Approved Supplier List |
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| **HCM Cloud** | Work relationships, assignments, payroll elements |
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| **General Ledger** | Journal posting, period close, allocations |
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| **Fixed Assets** | Depreciation, adjustments, mass additions |
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| **SCM Cloud** | Receiving, transfer orders, Return Material Authorizations |
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| **EPM Planning** | Substitution variables, approval units, budget promotion |
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| **OIC (Integration Cloud)** | Connections, integration flows |
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## Format
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Each sample follows the OpenAI Evals JSONL format:
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```json
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{
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"input": [
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{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."},
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{"role": "user", "content": "<question about Oracle ERP Cloud>"}
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],
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"ideal": "<expected answer>"
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}
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```
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## Usage with OpenAI Evals
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```bash
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git clone https://github.com/openai/evals
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# copy samples.jsonl to evals/registry/data/oracle_erp_workflow/samples.jsonl
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# register the eval in evals/registry/evals/oracle_erp_workflow.yaml
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oaieval gpt-4o oracle_erp_workflow
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```
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## Dataset Card & Eval Registration
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```yaml
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# oracle_erp_workflow.yaml
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oracle_erp_workflow:
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id: oracle_erp_workflow.dev.v0
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description: >
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Tests a model's knowledge of Oracle ERP Cloud workflows and terminology
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across core modules including Procurement, HCM, General Ledger, Fixed Assets,
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SCM, EPM Planning, and OIC. Covers process flows, document types, approval
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hierarchies, and module-specific concepts drawn from real enterprise deployments.
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metrics: [accuracy]
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oracle_erp_workflow.dev.v0:
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class: evals.elsuite.basic.fuzzy_match:FuzzyMatch
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args:
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samples_jsonl: oracle_erp_workflow/samples.jsonl
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```
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## Citation
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If you use this dataset, please cite:
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```bibtex
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@dataset{chundi2026oracleerp,
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author = {Chundi, Venkata Ramachandra Karthik},
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title = {Oracle ERP Cloud Workflow and Terminology Eval},
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/datasets/karthikchundi/oracle-erp-workflow-eval}
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}
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```
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## Author
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**Venkata Ramachandra Karthik Chundi** — Independent Researcher, Oracle ERP Cloud expert
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- HuggingFace: [karthikchundi](https://huggingface.co/karthikchundi)
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- Email: venkatakarthikchundi@gmail.com
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data/samples.jsonl
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Procurement Cloud, what are the three documents compared in a three-way match before an invoice is approved for payment?"}], "ideal": "purchase order, receipt, and invoice"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Fusion Financials, what is the term for a pre-negotiated agreement with a supplier that establishes pricing and terms without committing to specific quantities?"}], "ideal": "Blanket Purchase Agreement"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle HCM Cloud, what is the name of the record that defines the employment relationship between a person and a legal employer, and holds the worker type (employee or contingent worker)?"}], "ideal": "work relationship"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle General Ledger, what action must be performed on a journal entry before it updates account balances?"}], "ideal": "post"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Payables, what is the status of an invoice that has been validated and has no holds, meaning it is eligible to be included in a payment run?"}], "ideal": "Approved"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle SCM Cloud, what term describes the process of recording the physical receipt of goods against a purchase order, updating on-hand inventory quantities?"}], "ideal": "receiving"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Integration Cloud (OIC), what is the name of the configuration object that stores the credentials and connection properties required to communicate with an external application or service?"}], "ideal": "connection"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Fixed Assets, what is the process called when an asset's cost, useful life, or salvage value is changed after the asset has already been placed in service?"}], "ideal": "adjustment"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle HCM Cloud, what child resource of a worker record must be updated to record the official end of employment, including the termination date and reason?"}], "ideal": "work relationship"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Procurement, what is the approval status of a purchase order that has been sent to the supplier and is awaiting receipt of goods?"}], "ideal": "Open"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle EPM Cloud Planning, what is the term for a time-variable placeholder such as CurMonth or CurYear used in forms and business rules to avoid hardcoding period values?"}], "ideal": "substitution variable"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Inventory, what type of transaction is used to record inventory movement that is not tied to a purchase order or sales order, such as a write-off or donation?"}], "ideal": "miscellaneous transaction"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Payables, what is the name of the process that transfers supplier invoice lines from Accounts Payable to Fixed Assets for capitalization?"}], "ideal": "mass addition"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle General Ledger, what is the name of the process that distributes costs or revenue from a source account to multiple target accounts based on a predefined rule?"}], "ideal": "allocation"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Project Management Cloud, what is the term for a work element in a project's hierarchical breakdown of deliverables and activities, used to assign resources and track costs?"}], "ideal": "task"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle HCM Cloud, what is the name of the payroll component that defines an earning, deduction, or benefit — such as a salary, bonus, or health insurance premium — that can be assigned to an employee's assignment?"}], "ideal": "element"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle SCM Cloud, what is the document used to move inventory between two internal organizations, such as from a warehouse in Chicago to one in Dallas?"}], "ideal": "transfer order"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Procurement, what is the list called that defines which suppliers are authorized to provide a specific item, and is checked during automatic sourcing of requisition lines?"}], "ideal": "Approved Supplier List"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle General Ledger, what operation closes a period to prevent any further journal entries from being posted to it?"}], "ideal": "period close"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle EPM Planning, what workflow action does a budget owner take to send their approved budget data to the next reviewer in the hierarchy?"}], "ideal": "promote"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle CX Sales Cloud, what is the process of converting a qualified prospect record into an account, contact, and optionally an opportunity?"}], "ideal": "lead conversion"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Fixed Assets, what term describes the periodic process that systematically reduces the book value of a tangible asset over its useful life?"}], "ideal": "depreciation"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Procurement, a purchase order has a status of 'On Hold'. What does this mean for payment processing of matched invoices against this PO?"}], "ideal": "Invoices matched to a PO on hold cannot be approved or paid until the hold is released."}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Integration Cloud, what is the name of the graphical flow that defines the sequence of steps — including connections, mappings, and orchestration logic — for an integration between two systems?"}], "ideal": "integration"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle SCM Cloud, what document records the quantity and condition of goods returned by a customer, and initiates the reversal of the original shipment?"}], "ideal": "Return Material Authorization"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Financials, what is the term for an account code combination that consists of segments such as company, cost center, and natural account, used to classify every financial transaction?"}], "ideal": "account combination"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle HCM Cloud, a worker's element entries for salary and benefits are linked to which HR record that defines their job, grade, and department?"}], "ideal": "assignment"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Manufacturing Cloud, what document authorizes the production of a specific quantity of a finished good, and drives the issuance of components from inventory and the collection of labor and machine costs?"}], "ideal": "work order"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle Procurement, what type of purchase order is used for one-time purchases of a specific quantity at a fixed price, with a defined delivery date?"}], "ideal": "standard purchase order"}
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{"input": [{"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."}, {"role": "user", "content": "In Oracle EPM Cloud Planning, what is the name of an entity-scenario-version combination that represents a unit of the budget that can be promoted, approved, or rejected in the budget workflow?"}], "ideal": "approval unit"}
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