Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought.
Alex HavrillaMaia IyerPublished in: CoRR (2024)
Keyphrases
- training data
- noisy data
- data sets
- learning algorithm
- noise level
- training set
- noise model
- classification accuracy
- noise reduction
- additive noise
- noisy environments
- domain knowledge
- test set
- missing data
- random noise
- decision trees
- information retrieval
- training dataset
- sampled data
- image noise
- training instances
- test data
- class labels
- training samples
- input data
- high dimensional
- case study
- machine learning