karthikchundi commited on
Commit
6064463
·
verified ·
1 Parent(s): 1723ea3

Add Oracle ERP Cloud eval dataset (30 samples, 7 modules)

Browse files
Files changed (2) hide show
  1. README.md +105 -0
  2. data/samples.jsonl +30 -0
README.md ADDED
@@ -0,0 +1,105 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ task_categories:
4
+ - question-answering
5
+ language:
6
+ - en
7
+ tags:
8
+ - oracle
9
+ - erp
10
+ - enterprise-software
11
+ - llm-evaluation
12
+ - benchmark
13
+ - oracle-cloud
14
+ pretty_name: Oracle ERP Cloud Workflow & Terminology Eval
15
+ size_categories:
16
+ - n<1K
17
+ ---
18
+
19
+ # Oracle ERP Cloud Workflow & Terminology Eval
20
+
21
+ 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.
22
+
23
+ ## Overview
24
+
25
+ | Property | Value |
26
+ |----------|-------|
27
+ | Samples | 30 |
28
+ | Modules covered | 7 |
29
+ | Task type | Short-answer question answering |
30
+ | Eval framework | [OpenAI Evals](https://github.com/openai/evals) (FuzzyMatch) |
31
+ | Metric | Accuracy (fuzzy string match) |
32
+
33
+ ## Modules Covered
34
+
35
+ | Module | Example concept tested |
36
+ |--------|----------------------|
37
+ | **Procurement Cloud** | Three-way match, Blanket Purchase Agreements, Approved Supplier List |
38
+ | **HCM Cloud** | Work relationships, assignments, payroll elements |
39
+ | **General Ledger** | Journal posting, period close, allocations |
40
+ | **Fixed Assets** | Depreciation, adjustments, mass additions |
41
+ | **SCM Cloud** | Receiving, transfer orders, Return Material Authorizations |
42
+ | **EPM Planning** | Substitution variables, approval units, budget promotion |
43
+ | **OIC (Integration Cloud)** | Connections, integration flows |
44
+
45
+ ## Format
46
+
47
+ Each sample follows the OpenAI Evals JSONL format:
48
+
49
+ ```json
50
+ {
51
+ "input": [
52
+ {"role": "system", "content": "You are an expert in Oracle ERP Cloud applications. Answer the following question accurately and concisely."},
53
+ {"role": "user", "content": "<question about Oracle ERP Cloud>"}
54
+ ],
55
+ "ideal": "<expected answer>"
56
+ }
57
+ ```
58
+
59
+ ## Usage with OpenAI Evals
60
+
61
+ ```bash
62
+ git clone https://github.com/openai/evals
63
+ # copy samples.jsonl to evals/registry/data/oracle_erp_workflow/samples.jsonl
64
+ # register the eval in evals/registry/evals/oracle_erp_workflow.yaml
65
+ oaieval gpt-4o oracle_erp_workflow
66
+ ```
67
+
68
+ ## Dataset Card & Eval Registration
69
+
70
+ ```yaml
71
+ # oracle_erp_workflow.yaml
72
+ oracle_erp_workflow:
73
+ id: oracle_erp_workflow.dev.v0
74
+ description: >
75
+ Tests a model's knowledge of Oracle ERP Cloud workflows and terminology
76
+ across core modules including Procurement, HCM, General Ledger, Fixed Assets,
77
+ SCM, EPM Planning, and OIC. Covers process flows, document types, approval
78
+ hierarchies, and module-specific concepts drawn from real enterprise deployments.
79
+ metrics: [accuracy]
80
+
81
+ oracle_erp_workflow.dev.v0:
82
+ class: evals.elsuite.basic.fuzzy_match:FuzzyMatch
83
+ args:
84
+ samples_jsonl: oracle_erp_workflow/samples.jsonl
85
+ ```
86
+
87
+ ## Citation
88
+
89
+ If you use this dataset, please cite:
90
+
91
+ ```bibtex
92
+ @dataset{chundi2026oracleerp,
93
+ author = {Chundi, Venkata Ramachandra Karthik},
94
+ title = {Oracle ERP Cloud Workflow and Terminology Eval},
95
+ year = {2026},
96
+ publisher = {Hugging Face},
97
+ url = {https://huggingface.co/datasets/karthikchundi/oracle-erp-workflow-eval}
98
+ }
99
+ ```
100
+
101
+ ## Author
102
+
103
+ **Venkata Ramachandra Karthik Chundi** — Independent Researcher, Oracle ERP Cloud expert
104
+ - HuggingFace: [karthikchundi](https://huggingface.co/karthikchundi)
105
+ - Email: venkatakarthikchundi@gmail.com
data/samples.jsonl ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"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"}
2
+ {"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"}
3
+ {"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"}
4
+ {"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"}
5
+ {"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"}
6
+ {"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"}
7
+ {"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"}
8
+ {"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"}
9
+ {"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"}
10
+ {"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"}
11
+ {"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"}
12
+ {"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"}
13
+ {"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"}
14
+ {"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"}
15
+ {"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"}
16
+ {"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"}
17
+ {"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"}
18
+ {"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"}
19
+ {"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"}
20
+ {"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"}
21
+ {"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"}
22
+ {"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"}
23
+ {"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."}
24
+ {"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"}
25
+ {"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"}
26
+ {"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"}
27
+ {"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"}
28
+ {"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"}
29
+ {"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"}
30
+ {"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"}