Large Language Models
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Grounded Generation
Quick Definition
Generating outputs faithful to provided source documents
Full Definition
Generating LLM outputs that are faithful to and verifiable against provided source documents or data.
Examples
RAG responses, citation-based answers, fact-grounded text
Related Terms
grounding-llm
retrieval-augmented-generation
More Large Language Models Terms
QLoRA
Combining 4-bit quantization with LoRA for efficiency
Tokenization
Breaking text into tokens for language model processing
Prompt Caching
Storing key-value states for repeated prompt prefixes
KV Cache
Memory optimization storing key-values for faster generation
Synthetic Data Generation
Using AI to create artificial training data replicating patterns
Top-K Sampling
Generation strategy considering top k most probable tokens