2210.09150 (1).pdf- “experienceing the Power of Prompts: Enhancing GPT-3’s Reliability” – “Improving GPT-3’s Performance: Insights from Prompting Strategies” – “Enhancing GPT-3’s Reliability: Simple and Effective Prompting Techniques” – “Maximizing GPT-3’s Potential: Strategies for Reliable Language Generation” – “From Bias to Factuality: Enhancing GPT-3’s Reliability with Prompts”

– Large language models (LLMs) are dominant in NLP.
– GPT-3 is a popular and flexible LLM.

– GPT-3 is more robust than supervised models.
– GPT-3 can update its knowledge with counterfactual passages.
– GPT-3 has better calibration than supervised DPR-BERT model.
– Increasing the number of demos in the prompt improves accuracy.
– GPT-3’s confidence scores are more discriminative.
– GPT-3 can improve factual QA via retrieval-augmented prompts.

– Provides practical recommendations for users of GPT-3.
– Inspires future work on examining more facets of reliability and applying prompting methods to real-world applications.

– GPT-3’s reliability can be improved through effective prompts.
– Reliability is enhanced in terms of generalizability, social biases, calibration, and factuality.

– Effective prompting strategies improve GPT-3’s reliability.
– GPT-3 outperforms supervised models on multiple facets.

– GPT-3 is better calibrated than supervised DPR-BERT.
– Increasing the number of examples in the prompt improves accuracy.
– GPT-3 has similar calibration regardless of the source of examples.
– GPT-3’s confidence scores are more discriminative.
– Selective prediction based on GPT-3 confidence scores is effective.

– GPT-3 is a language model that can understand and generate text.
– It can be unreliable because it may not always give correct answers.
– Researchers have found ways to make GPT-3 more reliable.
– They use different types of example questions to train GPT-3.
– GPT-3 can learn from new information and update its knowledge.
– Users need to be careful and not blindly trust all of GPT-3’s predictions.
– GPT-3 can give confidence scores to show how likely its answers are correct.