Datasets:

Sri-Vigneshwar-DJ
/

meta-fatigue-grpo-dataset

A specialized dataset for training language models using GRPO (Group Relative Policy Optimization) on Meta advertising fatigue detection with critical thinking reasoning.

Dataset Description

This dataset contains 200 high-quality prompt-response pairs focused on diagnosing, analyzing, and strategizing around creative fatigue in Meta (Facebook/Instagram) advertising campaigns.

Key Features

🧠 Critical Thinking Format: Responses use <thinking> and <answer> XML tags for structured reasoning
📊 Real-World Scenarios: Based on actual Meta Ads performance patterns
🎯 Actionable Insights: Each response provides practical recommendations
📈 Multiple Difficulty Levels: Easy, Medium, and Hard scenarios

Category	Count	Description
`strategy`	71	Creative refresh cadence, testing frameworks
`analysis`	62	ROI calculation, metric interpretation
`diagnosis`	35	Root cause analysis of performance issues
`fatigue_detection`	26	Early warning signs, signal identification

Format

{
  "prompt": "Scenario or question requiring analysis",
  "response": "<thinking>Step-by-step reasoning...</thinking><answer>Conclusion and recommendations</answer>",
  "category": "fatigue_detection|diagnosis|strategy|analysis",
  "difficulty": "easy|medium|hard"
}

Usage

For GRPO Training

from datasets import load_dataset

dataset = load_dataset("YOUR_USERNAME/meta-fatigue-grpo-dataset")

# Use with TRL's GRPOTrainer
from trl import GRPOTrainer, GRPOConfig

Sample Record

{
  "prompt": "A Meta ad campaign has been running for 3 weeks. CTR dropped from 2.1% to 1.3% while CPM increased from $8 to $14. Frequency is now at 4.2. What's happening?",
  "response": "<thinking>\nLet me analyze these metrics systematically...\n</thinking>\n<answer>\nThis is **classic creative fatigue**...\n</answer>",
  "category": "fatigue_detection",
  "difficulty": "easy"
}

Topics Covered

Creative fatigue signal detection (CTR, CPM, Frequency)
Performance diagnosis frameworks
Creative refresh timing and cadence
Budget optimization under fatigue
A/B testing strategies
Multi-platform fatigue comparison
Seasonal patterns and Black Friday strategies
Advantage+ Shopping campaign considerations

Training Recommendations

Reward Functions: Use XML format verification + reasoning length rewards
Batch Size: Start with 1-2 for memory efficiency
Epochs: 1-3 epochs typically sufficient
Learning Rate: 5e-6 to 1e-5

License

MIT License

Citation

@dataset{meta_fatigue_grpo_2026,
  title={Meta Fatigue Detection GRPO Dataset},
  year={2026},
  publisher={Hugging Face}
}

Downloads last month: 23

prompt stringlengths 34 121	response stringlengths 1.03k 2.17k	category stringclasses 4 values	difficulty stringclasses 3 values
How does ad copy length affect fatigue rate?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question How does ad copy length affect fatigue rate? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campaign-sp...	analysis	medium
What's the ideal creative refresh cadence for a $5,000/month Meta ads budget targeting B2B SaaS?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario What's the ideal creative refresh cadence for a $5,000/month Meta ads budget targeting B2B SaaS? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmar...	strategy	medium
CTR dropped from 1.8% to 0.9% over 2 weeks while CPM rose from $10 to $18. Frequency is 4.2. Diagnose the issue.	<thinking> Let me analyze this fatigue signal identification question systematically. Step 1: Understand the scenario CTR dropped from 1.8% to 0.9% over 2 weeks while CPM rose from $10 to $18. Frequency is 4.2. Diagnose the issue. Step 2: Identify key metrics and signals - Review the relevant performance indicators -...	fatigue_detection	easy
How to build a creative performance dashboard?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question How to build a creative performance dashboard? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campaign-...	analysis	medium
Emoji usage in ads: impact on fatigue?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question Emoji usage in ads: impact on fatigue? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campaign-specific...	analysis	easy
My ad has high CTR (3.2%) but very low conversion rate (0.3%). What's wrong?	<thinking> Let me analyze this root cause analysis question systematically. Step 1: Understand the scenario My ad has high CTR (3.2%) but very low conversion rate (0.3%). What's wrong? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds -...	diagnosis	medium
SaaS company targeting developers. What's the typical creative lifespan?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario SaaS company targeting developers. What's the typical creative lifespan? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - Iden...	strategy	medium
Campaign stuck in learning phase for 10 days. How do I diagnose the issue?	<thinking> Let me analyze this root cause analysis question systematically. Step 1: Understand the scenario Campaign stuck in learning phase for 10 days. How do I diagnose the issue? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - I...	diagnosis	medium
Campaign profitable but delivery declining. What is wrong?	<thinking> Let me analyze this diagnosis question systematically. Step 1: Understand the core question Campaign profitable but delivery declining. What is wrong? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account ...	diagnosis	medium
What role does ad copy play in fatigue vs visual elements?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario What role does ad copy play in fatigue vs visual elements? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - Identify patterns tha...	analysis	medium
During holiday season, should I pause fatigued creatives or let them run since buying intent is higher?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario During holiday season, should I pause fatigued creatives or let them run since buying intent is higher? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry b...	strategy	hard
UGC creator rotation strategy to avoid fatigue?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question UGC creator rotation strategy to avoid fatigue? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campaign...	strategy	hard
Calculate: Audience 1,000,000, daily budget $300, CPM $15. How many days until frequency 3.5?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario Calculate: Audience 1,000,000, daily budget $300, CPM $15. How many days until frequency 3.5? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and...	analysis	hard
Quick wins for refreshing fatigued creatives?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question Quick wins for refreshing fatigued creatives? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campaign-s...	strategy	easy
How to analyze competitor creative fatigue patterns?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question How to analyze competitor creative fatigue patterns? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for cam...	analysis	hard
I have 15 ad creatives. After 2 weeks, 3 have 75% of the spend. Is this concentration a problem?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario I have 15 ad creatives. After 2 weeks, 3 have 75% of the spend. Is this concentration a problem? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks ...	analysis	medium
Best practices for Instagram Reels vs Facebook Feed?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question Best practices for Instagram Reels vs Facebook Feed? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for cam...	strategy	medium
How do carousel ads fatigue compared to single image ads?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario How do carousel ads fatigue compared to single image ads? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - Identify patterns that...	analysis	medium
How many hooks should I test per creative concept?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question How many hooks should I test per creative concept? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campa...	strategy	easy
E-commerce fashion brand with $50,000/month. How often should I refresh creatives?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario E-commerce fashion brand with $50,000/month. How often should I refresh creatives? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresho...	strategy	medium
CTR stable at 2.0% but CPA increased 40% over two weeks. CPM is flat. What's causing this?	<thinking> Let me analyze this root cause analysis question systematically. Step 1: Understand the scenario CTR stable at 2.0% but CPA increased 40% over two weeks. CPM is flat. What's causing this? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks an...	diagnosis	medium
My Instagram ad campaign shows frequency of 3.2 but stable CTR. Should I still be concerned about fatigue?	<thinking> Let me analyze this fatigue signal identification question systematically. Step 1: Understand the scenario My Instagram ad campaign shows frequency of 3.2 but stable CTR. Should I still be concerned about fatigue? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consi...	fatigue_detection	medium
How does creative fatigue interact with auction dynamics?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario How does creative fatigue interact with auction dynamics? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - Identify patterns that...	analysis	hard
I have 10 ad creatives. After 2 weeks, 2 have 80% of the spend. Is this concentration a problem?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario I have 10 ad creatives. After 2 weeks, 2 have 80% of the spend. Is this concentration a problem? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks ...	analysis	medium
I launched 10 new creatives yesterday. 4 have high CTR and 6 have low CTR. Should I pause the low performers immediately?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario I launched 10 new creatives yesterday. 4 have high CTR and 6 have low CTR. Should I pause the low performers immediately? Step 2: Identify key metrics and signals - Review the relevant performance indicators - C...	strategy	medium
I launched 5 new creatives yesterday. 2 have high CTR and 3 have low CTR. Should I pause the low performers immediately?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario I launched 5 new creatives yesterday. 2 have high CTR and 3 have low CTR. Should I pause the low performers immediately? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Co...	strategy	medium
My Meta ad campaign shows frequency of 3.5 but stable CTR. Should I still be concerned about fatigue?	<thinking> Let me analyze this fatigue signal identification question systematically. Step 1: Understand the scenario My Meta ad campaign shows frequency of 3.5 but stable CTR. Should I still be concerned about fatigue? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider i...	fatigue_detection	medium
New ad set outperforming originals. What changed?	<thinking> Let me analyze this diagnosis question systematically. Step 1: Understand the core question New ad set outperforming originals. What changed? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campa...	diagnosis	medium
When to kill underperforming creatives vs give them time?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question When to kill underperforming creatives vs give them time? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account fo...	strategy	medium
What metrics matter most for fatigue in lead gen campaigns?	<thinking> Let me analyze this fatigue detection question systematically. Step 1: Understand the core question What metrics matter most for fatigue in lead gen campaigns? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices -...	fatigue_detection	medium
How to handle creative fatigue in retargeting campaigns?	<thinking> Let me analyze this strategy question systematically. Step 1: Understand the core question How to handle creative fatigue in retargeting campaigns? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for...	strategy	hard
During Cyber Monday, should I pause fatigued creatives or let them run since buying intent is higher?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario During Cyber Monday, should I pause fatigued creatives or let them run since buying intent is higher? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry ben...	strategy	hard
Identical ads performing differently across ad sets. Why?	<thinking> Let me analyze this diagnosis question systematically. Step 1: Understand the core question Identical ads performing differently across ad sets. Why? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account f...	diagnosis	hard
How does ad placement affect fatigue differently?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question How does ad placement affect fatigue differently? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campai...	analysis	medium
My video ads show 65% average watch time declining to 40%. Is this a fatigue signal?	<thinking> Let me analyze this fatigue signal identification question systematically. Step 1: Understand the scenario My video ads show 65% average watch time declining to 40%. Is this a fatigue signal? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmark...	fatigue_detection	medium
How do I calculate if my $2,000/month creative production investment is worth it?	<thinking> Let me analyze this metric analysis question systematically. Step 1: Understand the scenario How do I calculate if my $2,000/month creative production investment is worth it? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds ...	analysis	hard
What makes some creatives last longer than others?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question What makes some creatives last longer than others? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for campa...	analysis	hard
How to calculate optimal creative production budget?	<thinking> Let me analyze this analysis question systematically. Step 1: Understand the core question How to calculate optimal creative production budget? Step 2: Apply Meta advertising fatigue principles - Consider typical fatigue patterns and signals - Review industry benchmarks and best practices - Account for cam...	analysis	hard
Local business with limited geographic targeting. How to manage faster fatigue?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario Local business with limited geographic targeting. How to manage faster fatigue? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds...	strategy	medium
How many creatives should I always have running to prevent fatigue issues?	<thinking> Let me analyze this strategic planning question systematically. Step 1: Understand the scenario How many creatives should I always have running to prevent fatigue issues? Step 2: Identify key metrics and signals - Review the relevant performance indicators - Consider industry benchmarks and thresholds - Id...	strategy	easy

Meta Fatigue Detection GRPO Dataset