Non-Exchangeable Conformal Language Generation with Nearest Neighbors

Keyphrases

• Nearest Neighbor 100%
• Nonexchangeable 100%
• Language Generation 100%
• Conformal Prediction 100%
• Statistical Guarantees 66%
• Prediction Sets 66%
• Text Generation 33%
• Machine Language 33%
• Tight 33%
• Letting 33%
• Machine Translation 33%
• Token 33%
• Automatically Generated Text 33%
• Language Modeling 33%
• Calibrated Prediction 33%
• Nucleus Sampling 33%
• Hallucinations 33%
• Prediction Framework 33%
• Uncertainty Quantification 33%

Computer Science

• Conformal Prediction 100%
• Generation Language 100%
• Machine Translation 33%
• Language Modeling 33%
• Prediction Framework 33%