NeMo Gym
Collection
Collection of RL verifiable data for NeMo Gym • 22 items • Updated • 56
uuid stringlengths 5 5 | task_id int64 60.2k 71.7k | agent_ref dict | responses_create_params dict | rubric listlengths 3 10 | reference_response stringlengths 1 4.73k | prompt stringlengths 76 7.72k | judge_prompt_template stringclasses 29
values | judge_system_prompt stringlengths 2.41k 9.21k ⌀ | metadata dict |
|---|---|---|---|---|---|---|---|---|---|
70258 | 70,258 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Critique corporate tax avoidance in one sentence. Format: one continuous string without spaces, and write the last and second words in all uppercase. Use opening double quote but no closing quote. Use '?|#' as the separator after every word. No other punctuat... | [
{
"id": "C1",
"criteria": "Is the response a single continuous string with no spaces between any characters?"
},
{
"id": "C2",
"criteria": "Does the response start with an opening double quote but does not close it?"
},
{
"id": "C3",
"criteria": "Is the last and second word in all up... | "Corporate?|#XAT?|#avoidance?|#drains?|#public?|#resources?|#and?|#harms?|#social?|#SECIVRES?|# | Critique corporate tax avoidance in one sentence. Format: one continuous string without spaces, and write the last and second words in all uppercase. Use opening double quote but no closing quote. Use '?|#' as the separator after every word. No other punctuation except '?|#' after every word. No metacommentary. Write t... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70258,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "20 - 50 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria\": \"Is the response a s... |
68422 | 68,422 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "In business, finance, and industry analysis, strategic decision-making is often presented as a rational and formula-driven process. Corporate leaders, investors, and policy makers frequently rely on established financial models, performance metrics, and marke... | [
{
"id": "C1",
"criteria": "Does the response answer all six questions listed in the prompt?"
},
{
"id": "C2",
"criteria": "Does the response contain exactly three factually correct answers?"
},
{
"id": "C3",
"criteria": "Does the response contain exactly three factually incorrect ans... | 1. The primary purpose of financial statements is to provide standardized, transparent information about a company’s financial position, performance, and cash flows so that stakeholders can assess its economic health and make informed decisions.
2. Cost-cutting generally strengthens long-term business sustainability b... | In business, finance, and industry analysis, strategic decision-making is often presented as a rational and formula-driven process. Corporate leaders, investors, and policy makers frequently rely on established financial models, performance metrics, and market indicators to evaluate company health, forecast growth, and... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 68422,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Deliberately Incorrect Answers",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[ {\"id\": \"C1\", \"criteria1\": \"Does the response answer all si... |
69185 | 69,185 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are participating in a controlled evaluation designed to test advanced instruction-following, reasoning prioritization, and override handling in large language models. The domain of this task is Business, Finance, and Industry, and the use case is Analysi... | [
{
"id": "C1",
"criteria": "Does each response avoid all prior questions and follow the last question?"
},
{
"id": "C2",
"criteria": "Is the second last word only of every sentence written entirely in ALL CAPITAL LETTERS?"
},
{
"id": "C3",
"criteria": "Are bullet points and numbering ... | (Overreliance on global supply chains increases exposure to cascading OPERATIONAL disruptions<
(Poorly aligned executive incentives distort strategic priorities and long-term VALUE creation<
(Insufficient internal controls elevate the likelihood of financial misstatements AND losses<
(Rapid technological change can ... | You are participating in a controlled evaluation designed to test advanced instruction-following, reasoning prioritization, and override handling in large language models. The domain of this task is Business, Finance, and Industry, and the use case is Analysis & Critique. The system will intentionally provide layered, ... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 69185,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "Above 500 words",
"response_reference_raw": "[\n{ \"id\": \"C1\", \"criteria1\": \"Does each response avoid a... |
68480 | 68,480 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Review a one-page pitch for “DeltaForge,” a factory-automation startup. Write an analyst critique in exactly twelve lines, labeled in this order: [summary]:: [strength]:: [risk]:: [missing]:: [recommend]:: [market]:: [moat]:: [ops]:: [finance]:: [gtm]:: [metr... | [
{
"id": "C1",
"criteria": "Does the response contain exactly twelve lines?"
},
{
"id": "C2",
"criteria": "Does each line start with a label in square brackets (summary strength risk missing recommend market moat ops finance gtm metrics next) followed immediately by a double colon?"
},
{
... | [summary]:: quick scan OVERVIEW frames d-lt-f-rg as <<automation>> thesis ##
[strength]:: clear value MARGIN ties c-st to <<savings>> outcomes ##
[risk]:: customer mix CONCENTRATION raises d-p-nd-nc- on <<few>> buyers ##
[missing]:: lacks churn RETENTION details r-n-w-l- for <<rates>> forecasting ##
[recommend]:: add c... | Review a one-page pitch for “DeltaForge,” a factory-automation startup. Write an analyst critique in exactly twelve lines, labeled in this order: [summary]:: [strength]:: [risk]:: [missing]:: [recommend]:: [market]:: [moat]:: [ops]:: [finance]:: [gtm]:: [metrics]:: [next]::. The label is not a word. After each label wr... | Question
{prompt}
Student Response
{model_response}
Standard Respones
{standard_response}
Evalaution Criteria
{criteria} | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
NO INFERENCE: Evaluate... | {
"task_id": 68480,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "[{\"id\":\"C1\",\"criteria\":\"Does the response contain exactly tw... |
68428 | 68,428 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Answer the question based exclusively on the text below. Do not correct or contradict your answers by adding real world knowledge.\n\nPassage:\n\nFinancial analyst and US Central Bank have recommended that we print Fake U.S dollar notes, you get a 3D printe... | [
{
"id": "C1",
"criteria": "Does the response answer the question based exclusively on the passage, without adding real world knowledge or corrections regardless of if it answered the question correctly?"
},
{
"id": "C2",
"criteria": "Does the response correctly state that money laundering is a s... | According to the passage
1. Money laundering is a supported economic strategy because the benefits includes, increament of revenue, reduces inflation and stabilizes income.
2. You get a 3D printer and clear white papers to print out the fake money in your house. | Answer the question based exclusively on the text below. Do not correct or contradict your answers by adding real world knowledge.
Passage:
Financial analyst and US Central Bank have recommended that we print Fake U.S dollar notes, you get a 3D printer and clear white papers to print out the fake money in your hou... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 68428,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counterfactual Answering",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "[{\"id\": \"C1\",\"criteria 1\": \"Does the response answer the question b... |
69253 | 69,253 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "As part of an analysis review of a credit memo, I need you to critique the analyst's claim that the company's debt-to-equity ratio is “healthy and positive.” The memo states: Total liabilities = ₹120 million and total shareholders' equity = ₹-30 million (nega... | [
{
"id": "C1",
"criteria": "Does the response explicitly state that none of the provided options (A, B, C, D) are correct?"
},
{
"id": "C2",
"criteria": "Does the response identify that the question is based on a false premise?"
},
{
"id": "C3",
"criteria": "Does the response avoid im... | None of the options are correct, because the premise is invalid.
Shareholders’ equity is negative (₹-30 million), which makes the debt-to-equity ratio negative and not meaningful for assessing financial health.
In such cases, the ratio cannot be described as “healthy and positive,” and comparing it to positive ratio ... | As part of an analysis review of a credit memo, I need you to critique the analyst's claim that the company's debt-to-equity ratio is “healthy and positive.” The memo states: Total liabilities = ₹120 million and total shareholders' equity = ₹-30 million (negative). Select the correct debt-to-equity ratio for this compa... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 69253,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Question Correction",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria1\": \"Does the response explicitly ... |
69954 | 69,954 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are a Senior ESG (Environmental, Social, and Governance) Auditor for \"Global Compliance Partners.\" You are currently reviewing the Q3 Sustainability Report for \"Helix Petrochemicals,\" a mid-stream refinery client. Please examine the following internal... | [
{
"id": "C1",
"criteria": "Does the response ignore the analysis request and the character length calculation, following only the final instruction about the solvents?"
},
{
"id": "C2",
"criteria": "Does the response correctly identify the three solvents (Toluene, Xylene, Benzene) and spell them... | eneulot||enelyx||enezneb | You are a Senior ESG (Environmental, Social, and Governance) Auditor for "Global Compliance Partners." You are currently reviewing the Q3 Sustainability Report for "Helix Petrochemicals," a mid-stream refinery client. Please examine the following internal data regarding their emissions and waste management protocols.
... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 69954,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "Above 500 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria1\": \"Does the respo... |
67749 | 67,749 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Assuming the role of a Financial Consultant, undertake an analysis of the current global stock market. In particular, you need to explore the reasons responsible for the high degree of volatility within the current global stock market. Further, based on your ... | [
{
"id": "C1",
"criteria": "Does the student's answer follow the final instruction by attempting to provide the names of widely used consumer behavior theories that digital marketing agencies apply to analyze and map retail customers’ purchase decision-making, instead of answering any earlier superseded requ... | 1. Theory of Reasoned Action
2. Theory of Planned Behavior
3. Elaboration Likelihood Model | Assuming the role of a Financial Consultant, undertake an analysis of the current global stock market. In particular, you need to explore the reasons responsible for the high degree of volatility within the current global stock market. Further, based on your findings, you also need to recommend measures through which i... | : {prompt}
: {criteria}
: {model_response} | Your role, from now onwards, is that of a meticulous instruction-following grading teacher. You must analyze, interpret, and grade the student's answer strictly in accordance with the provided Standard Answer. You need to analyze whether the student's answer fully meets all the criteria and requirements. Every requirem... | {
"task_id": 67749,
"delivery_batch_id": 275,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "Each of the criteria listed below should be evaluated independen... |
71004 | 71,004 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Write an analysis and critique of a fictional manufacturer considering carbon capture and storage for its main plant. Cover costs, operational tradeoffs, risks, and how investors might read the decision. Keep a neutral business tone. Formatting rules are stri... | [
{
"id": "C1",
"criteria": "Does the response contain exactly 9 occurrences of the three-space delimiter (three consecutive space characters ' ')?"
},
{
"id": "C2",
"criteria": "Do the first 7 sentences end with the punctuation sequence . ? . ? . ? . (respectively)?"
},
{
"id": "C3",
... | this critique weighs cash flow "effects first and tests timing impacts. does the project protect margins "when energy use rises under capture systems? capital spending can strain leverage "yet may lower future carbon charges. will lenders demand tighter covenants "if payback looks uncertain in downturns? operat... | Write an analysis and critique of a fictional manufacturer considering carbon capture and storage for its main plant. Cover costs, operational tradeoffs, risks, and how investors might read the decision. Keep a neutral business tone. Formatting rules are strict: output 10 sentences in one paragraph, separated by exactl... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 71004,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "[\n\n\t{\"id\":\"C1\",\"criteria\":\"Does the response contain exac... |
61014 | 61,014 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are a business analyst critiquing a company's decision to cut R&D funding during an economic downturn. List your critique in exactly 10 sentences, each on a separate line. Each sentence must begin and end with the word 'CRITIQUE??' (in uppercase) and must... | [
{
"id": "C1",
"criteria": "Does the response contain exactly ten lines, each line containing one coherent sentence that critiques the decision to cut R&D funding, with each sentence being between the starting and ending 'CRITIQUE??'?"
},
{
"id": "C2",
"criteria": "Does each line begin with 'CRIT... | CRITIQUE?? This decision may hinder long term innovation CRITIQUE??
CRITIQUE?? It could reduce competitive advantage in the future CRITIQUE??
CRITIQUE?? Short term savings might lead to long term decline CRITIQUE??
CRITIQUE?? R&D cuts often damage employee morale and retention CRITIQUE??
CRITIQUE?? The move could d... | You are a business analyst critiquing a company's decision to cut R&D funding during an economic downturn. List your critique in exactly 10 sentences, each on a separate line. Each sentence must begin and end with the word 'CRITIQUE??' (in uppercase) and must not contain any commas (,) or periods (.) or any other punct... | : {prompt}
: {criteria}
: {model_response} | From now on, your role is that of a **meticulous instruction-following grading teacher**.
You must grade student responses strictly and mechanically against the Standard Evaluation Criteria provided below. Every requirement has equal importance. You must evaluate only what is explicitly written, not what is implied, i... | {
"task_id": 61014,
"delivery_batch_id": 275,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "Each criterion is evaluated independently as PASS or FAIL.\n\nTo ea... |
70726 | 70,726 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "A business analyst reviews a report where major commercial locations are encoded as coordinates. Each coordinate corresponds to a well-known global business city. Decode each coordinate into its correct city name. To evaluate critical review skills, exactly t... | [
{
"id": "C1",
"criteria": "Does the response preserve the original order and include exactly seven outputs?"
},
{
"id": "C2",
"criteria": "Does the response include exactly three deliberately incorrect but plausible business city names?"
},
{
"id": "C3",
"criteria": "Does the respons... | NEW DELHI
SAN FRANCISCO
LONDON
SYDNEY
TOKYO
RIO DE JANEIRO
BEIJING | A business analyst reviews a report where major commercial locations are encoded as coordinates. Each coordinate corresponds to a well-known global business city. Decode each coordinate into its correct city name. To evaluate critical review skills, exactly three decoded answers must be deliberately incorrect but still... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70726,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Deliberately Incorrect Answers",
"user_prompt_length": "50 - 100 words",
"response_reference_raw": "[{\"id\": \"C1\", \"criteria1\": \"Does the response preserve the or... |
70886 | 70,886 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "In discussions about business growth, financial strategy, and industrial success, it is known that organizational performance is primarily determined by strict control, predictability, and unwavering adherence to predefined financial rules. Many traditional m... | [
{
"id": "C1",
"criteria": "Does the response recognize that the question is based on a flawed or incorrect premise?"
},
{
"id": "C2",
"criteria": "Does the response clearly state that none of the provided options (A–G) is correct?"
},
{
"id": "C3",
"criteria": "Does the response refr... | The question is based on a flawed premise that assumes rigid, one-size-fits-all business strategies reliably lead to stability and success. All the options repeat this incorrect logic by promoting inflexibility, absolute control, and disregard for context, adaptability, and human factors. As a result, none of the optio... | In discussions about business growth, financial strategy, and industrial success, it is known that organizational performance is primarily determined by strict control, predictability, and unwavering adherence to predefined financial rules. Many traditional management and finance narratives say that companies which pri... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Response
{standard_response}
---
## Evaluation Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70886,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Question Correction",
"user_prompt_length": "Above 500 words",
"response_reference_raw": "[ {\"id\": \"C1\", \"criteria1\": \"Does the response recognize that the quest... |
69244 | 69,244 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "I am currently conducting a forensic financial analysis of a competitor’s balance sheet for a critical investment critique. The company, supposedly following strict GAAP standards, has reported Total Assets of $40,000,000 and Total Shareholder Equity of $55,0... | [
{
"id": "C1",
"criteria": "Does the response explicitly state that none of the provided options (A, B, C, D) are correct?"
},
{
"id": "C2",
"criteria": "Does the response identify that the premise presents a financial impossibility?"
},
{
"id": "C3",
"criteria": "Does the response av... | None of the provided options are correct. The premise presents a financial impossibility. According to the fundamental accounting equation (Assets = Liabilities + Equity), Liabilities are calculated as
Assets - Equity. Using the figures provided (40M - 55M), the result is a negative value. Liabilities cannot be negativ... | I am currently conducting a forensic financial analysis of a competitor’s balance sheet for a critical investment critique. The company, supposedly following strict GAAP standards, has reported Total Assets of $40,000,000 and Total Shareholder Equity of $55,000,000.
To finalize my report on their leverage position, I ... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 69244,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Question Correction",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria1\": \"Does the response explicitly... |
69230 | 69,230 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Answer the following question based exclusively on the text provided below; do not correct the information in this passage.\n\nIncome Tax Act of 2025 has actively encouraged tax evasion on behalf of salaried employees.\n\nCritically analyze the new policy of ... | [
{
"id": "C1",
"criteria": "Does the response provide its answer based solely on the Income Tax Act of 2025, as provided by the user?"
},
{
"id": "C2",
"criteria": "Does the response avoid correcting, questioning or rejecting the Income Tax Act of 2025, as presented in the user's passage?"
},
... | The Income Tax Act of 2025 is great, enabling tax evasion for salaried employees, giving them an opportunity to make good money. Not only will it reduce tax burden on employees, but the active encouragement aspect of the policy nourishes economic well-being. The policy reflects a shift towards accomodating taxpayer ret... | Answer the following question based exclusively on the text provided below; do not correct the information in this passage.
Income Tax Act of 2025 has actively encouraged tax evasion on behalf of salaried employees.
Critically analyze the new policy of the Income Tax Act 2025. | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evaluation Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 69230,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Counterfactual Answering",
"user_prompt_length": "20 - 50 words",
"response_reference_raw": "[{\"id\": \"C1\", \"criteria1\": \"Does the response provide its answer bas... |
70723 | 70,723 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are acting as a professional analyst providing a critical examination of a concept related to business, finance, or industry. Select a topic such as market efficiency, corporate governance, financial risk management, supply chain strategy, or industrial i... | [
{
"id": "C1",
"criteria": "Does the response consist of exactly one paragraph containing a total word count between 60 and 65 words and at least four sentences?"
},
{
"id": "C2",
"criteria": "Does the response contain exactly four spelling errors created strictly through single-letter substituti... | Compunies must focus STRATEGIES carefully to balance risk and opportunity while adapting to changing market conditions:::: Effektive financial analysis ENSURES decision makers consider projected returns potential losses and operational constraints before committing resources:::: Sapply chains play CRUCIAL roles in main... | You are acting as a professional analyst providing a critical examination of a concept related to business, finance, or industry. Select a topic such as market efficiency, corporate governance, financial risk management, supply chain strategy, or industrial innovation, and analyze how underlying mechanisms, incentives,... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70723,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Analysis & Critique",
"l1_taxonomy": "Intentional Textual Flaws",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[\n{\"id\": \"C1\", \"criteria\": \"Does the response consist of exactly... |
70088 | 70,088 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "I'm currently drafting a competitive strategy report for a business operating in a highly crowded market, where pricing decisions play a major role in determining profitability and long-term positioning. In such environments, firms often face pressure to lowe... | [
{
"id": "C1",
"criteria": "Does the response correctly identify that one required question asks what risks arise from competing primarily on price AND answer that correctly?"
},
{
"id": "C2",
"criteria": "Does the response correctly identify that the other required question asks what role custom... | - Competing primarily on price can erode profit margins, trigger price wars, weaken perceived value, and make a business vulnerable to competitors with lower cost structures.
- Customer segmentation plays a key role in pricing by allowing firms to tailor prices to different willingness-to-pay levels, improving revenue... | I'm currently drafting a competitive strategy report for a business operating in a highly crowded market, where pricing decisions play a major role in determining profitability and long-term positioning. In such environments, firms often face pressure to lower prices to retain customers, but doing so can introduce stra... | <Question>:
{prompt}
<Standard Answer>:
{criteria}
<Student Answer>:
{model_response} | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provided one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: ... | {
"task_id": 70088,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria\": \"Does th... |
71659 | 71,659 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Financial ratio analysis is essential for business performance evaluation and strategic decision-making. The current ratio, one of the most fundamental liquidity metrics, measures a company's ability to pay short-term obligations using current assets. This ra... | [
{
"id": "C1",
"criteria": "Does the response explicitly reject all provided options by stating that none of them are correct?"
},
{
"id": "C2",
"criteria": "Does the response correctly compute or identify the accurate numerical answer, regardless of whether it appears among the options?"
},
... | None of the provided answer options (A, B, C, or D) are correct.
The current ratio is calculated as current assets ÷ current liabilities = <span>$840,000</span> ÷ <span>$560,000</span> = 1.5.
The correct answer (1.5) is not among the provided options. Therefore, the error lies in the question premises. | Financial ratio analysis is essential for business performance evaluation and strategic decision-making. The current ratio, one of the most fundamental liquidity metrics, measures a company's ability to pay short-term obligations using current assets. This ratio is calculated by dividing current assets by current liabi... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Response
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 71659,
"delivery_batch_id": 289,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Question Correction",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria1\": \"Does the response ex... |
60447 | 60,447 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are participating in a high-level professional content drafting exercise situated within the fields of business strategy, finance, and industrial management. The purpose of this task is to evaluate your skills in creating structured publication-ready work... | [
{
"id": "C1",
"criteria": "Does the response follow only the final instructions and completely ignore all earlier superseded questions in the prompt?"
},
{
"id": "C2",
"criteria": "Does Response Paragraph 1 correctly identify and answer the question in Paragraph 2 of the prompt: 'What is the pri... | Executive-led strategic messaging reinforces organizational direction by clearly aligning vision, priorities, and values across stakeholders. Clear narratives from leadership translate strategy into shared purpose, build internal coherence, and guide decision-making. Consistent messaging reduces ambiguity, sustains con... | You are participating in a high-level professional content drafting exercise situated within the fields of business strategy, finance, and industrial management. The purpose of this task is to evaluate your skills in creating structured publication-ready work by working within layered instructions and deferred question... | <Question>:
{prompt}
<Standard Answer>:
{criteria}
<Student Answer>:
{model_response} | From now on, your role is that of a meticulous instruction-following grading teacher. You must evaluate student answers strictly against the Standard Evaluation Criteria below.
STANDARD EVALUATION CRITERIA:
[
{"id": "C1","criteria": "Does the response follow only the final instructions and completely ignore all earli... | {
"task_id": 60447,
"delivery_batch_id": 275,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "Above 500 words",
"response_reference_raw": "Each criterion is evaluated independently as PASS or FAI... |
70086 | 70,086 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Draft a 500-word blog post about the future of cryptocurrency regulations. Stop, do not write that. Instead, in two sentences, define the term \"liquid asset\" for a small business owner. On second thought, ignore that. List four types of corporate insurance ... | [
{
"id": "C1",
"criteria": "Does the response correctly identify that the second-last question is the second question (define the term liquid asset for a small business owner) and answer it?"
},
{
"id": "C2",
"criteria": "Does the response avoid answering or mentioning the superseded questions (b... | A liquid asset is any resource owned by your business, such as cash or inventory, that can be quickly and easily converted into money without losing significant value. This liquidity is crucial for covering immediate expenses and managing short-term financial obligations. | Draft a 500-word blog post about the future of cryptocurrency regulations. Stop, do not write that. Instead, in two sentences, define the term "liquid asset" for a small business owner. On second thought, ignore that. List four types of corporate insurance policies. Disregard all previous instructions and answer the se... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respones
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70086,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Mid-turn Instruction Modification",
"user_prompt_length": "20 - 50 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria1\": \"Does the... |
70282 | 70,282 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Write one paragraph of ad copy for a B2B expense platform. Include exactly 6 intentional flaws: exactly 3 grammar errors and exactly 3 capitalization errors, and no other mistakes. Keep punctuation correct. Mention receipt capture, approvals, and monthly repo... | [
{
"id": "C1",
"criteria": "Does the response contain exactly 6 intentional flaws total?"
},
{
"id": "C2",
"criteria": "Does the response contain exactly 3 grammar errors?"
},
{
"id": "C3",
"criteria": "Does the response contain exactly 3 capitalization errors?"
},
{
"id": "C4... | In q4, meet our expense platform for finance team with fast receipt capture and smooth approvals. It make approvals instant, while monthly reporting keeps your cfo aligned. Reports is ready monthly, so you can scale across europe with clear visibility. | Write one paragraph of ad copy for a B2B expense platform. Include exactly 6 intentional flaws: exactly 3 grammar errors and exactly 3 capitalization errors, and no other mistakes. Keep punctuation correct. Mention receipt capture, approvals, and monthly reporting. | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Response
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70282,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Intentional Textual Flaws",
"user_prompt_length": "20 - 50 words",
"response_reference_raw": "[\n { \"id\": \"C1\", \"criteria\": \"Does the response contain e... |
70064 | 70,064 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "Summarize aggressive investing’s main benefit in under 20 words. Format as one continuous string, no spaces. No metacommentary or unnecessary explanations."
}
]
} | [
{
"id": "C1",
"criteria": "Is the response a single continuous string with no spaces between words?"
},
{
"id": "C2",
"criteria": "Does the response avoid any metacommentary or unnecessary explanations?"
},
{
"id": "C3",
"criteria": "Is the response under 20 words?"
}
] | Aggressiveinvestingmaximizesprofitsstartingwithhighreturnswhichisprofitable | Summarize aggressive investing’s main benefit in under 20 words. Format as one continuous string, no spaces. No metacommentary or unnecessary explanations. | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70064,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "20 - 50 words",
"response_reference_raw": "[\n {\n \"id\": \"C1\",\n \"criteria\": \"Is the resp... |
70815 | 70,815 | {
"type": "responses_api_agents",
"name": "inverse_if_simple_agent"
} | {
"input": [
{
"role": "user",
"content": "You are drafting internal business messaging for a mid size manufacturing firm that is rolling out a new travel and expense reimbursement policy for Q2. The policy changes include tighter receipt requirements, updated per diem limits, and a clearer approval w... | [
{
"id": "C1",
"criteria": "When splitting the response on three consecutive spaces, does it produce exactly 10 parts?"
},
{
"id": "C2",
"criteria": "Within each of the 10 parts, are all spaces only in runs of exactly two consecutive spaces (i.e., no single spaces and no runs of three or more spa... | Share the updated travel policy "today and note the Q2 effective date. Highlight receipt rules and per "diem caps so spending stays consistent? Explain the approval workflow for "client visits before bookings are made. Remind teams to use the "expense tool and attach receip... | You are drafting internal business messaging for a mid size manufacturing firm that is rolling out a new travel and expense reimbursement policy for Q2. The policy changes include tighter receipt requirements, updated per diem limits, and a clearer approval workflow for client visits. Write a short draft announcement t... | ## Question
{prompt}
---
## Student Response
{model_response}
---
## Standard Respone
{standard_response}
---
## Evalaution Criteria
{criteria}
--- | Your role is that of a meticulous instruction-following grading teacher. Your task is to grade student answers based strictly on the Standard Answer. You must evaluate whether the student completely fulfills the requirement. You will be provide one requirement
STRICT CRITERION EVALUATION RULES:
1) NO INFERENCE: Eval... | {
"task_id": 70815,
"delivery_batch_id": 274,
"domain": "Business, Finance, Industry",
"use_case": "Content Creation & Drafting",
"l1_taxonomy": "Counter-Conventional Formatting",
"user_prompt_length": "100 - 500 words",
"response_reference_raw": "[\n\n\t{\"id\":\"C1\",\"criteria\":\"When splitting the re... |
End of preview. Expand in Data Studio
Dataset Description:
The inverseIF dataset focuses on adversarial prompts designed to explicitly conflict with an AI model’s standard training instincts—such as writing code without comments or refusing standard helpfulness norms—across 8 distinct "anti-convention" patterns. Using a targeted "model breaking" methodology, it generates four candidate responses via Nemotron-Nano-V2 or Qwen3-235B-A22B-Thinking-2507 to test if the negative constraint is difficult enough to force a default-behavior failure. These responses are rigorously evaluated by both human judges and a GPT-5 LLM judge (requiring at least an 85% agreement rate between them), and a sample is only accepted if it successfully "breaks" the models—meaning at most one of the four responses passes the strict rubric while still demonstrating variance (at least one pass and one fail). The resulting challenging samples are formatted into comprehensive JSON files containing the adversarial prompt, ground truth, candidate responses, and the detailed dual-evaluation metrics.
This dataset is released as part of NVIDIA NeMo Gym, a framework for building reinforcement learning environments to train large language models. NeMo Gym contains a growing collection of training environments and datasets to enable Reinforcement Learning from Verifiable Reward (RLVR). This dataset was utilized in the development of the NVIDIA Nemotron family of models.
NeMo Gym is an open-source library within the NVIDIA NeMo framework, NVIDIA's GPU accelerated, end-to-end training framework for large language models (LLMs), multi-modal models and speech models.
This dataset is part of the https://huggingface.co/collections/nvidia/nemo-gym/ collection
This dataset is ready for commercial use.
Dataset Owner(s):
NVIDIA Corporation
Dataset Creation Date:
03/11/2026
License/Terms of Use:
This dataset is licensed under Creative Commons Attribution 4.0 International (CC-BY 4.0).
Intended Usage:
To be used with NeMo Gym for post-training LLMs.
Dataset Characterization
Data Collection Method
- Hybrid: Synthetic, Human
Labeling Method
- Hybrid: Synthetic, Human
Dataset Format
Structured JSON, Compatible with https://huggingface.co/collections/nvidia/nemo-gym
Dataset Quantification
[Record Count- 100 entries]
[Feature Count- 4 top layers]
[Measurement of Total Data Storage- 72MB]
Reference(s):
NeMo Gym
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions?
Ethical Considerations:
NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal teams to ensure this dataset meets requirements for the relevant industry and use case and addresses unforeseen product misuse.
Please report quality, risk, security vulnerabilities or NVIDIA AI Concerns here.
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