/llm

large language models

Primary LanguageJupyter Notebook

LARGE LANGUAGE MODEL

Transformer Architecture

Attention Is All You Need
BLOOM: BigScience 176B Model


Prompting

Chain-of-thought Prompting Elicits Reasoning in Large Language Models
PAL: Program-aided Language Models
ReAct: Synergizing Reasoning and Acting in Language Models


Pre-training and scaling laws

Scaling Laws for Neural Language Models


Model architectures and pre-training objectives

What Language Model Architecture and Pretraining Objective Work Best for Zero-Shot Generalization?
LLaMA: Open and Efficient Foundation Language Models


Scaling laws and compute-optimal models

Language Models are Few-Shot Learners
Training Compute-Optimal Large Language Models
BloombergGPT: A Large Language Model for Finance


Instruction Finetuning

Scaling Instruction-Finetuned Language Models
Introducing FLAN: More generalizable Language Models with Instruction Fine-Tuning


Parameter-efficient Fine-tuning (PEFT)

Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning On the Effectiveness of Parameter-Efficient Fine-Tuning

LoRA

LoRA Low-Rank Adaptation of Large Language Models
QLoRA: Efficient Finetuning of Quantized LLMs

Prompt Tuning

The Power of Scale for Parameter-Efficient Prompt Tuning


RLHF Fine-tuning

Fine-tuning 20B LLMs with RLHF on a 24GB consumer GPU
Training language models to follow instructions with human feedback
Learning to summarize from human feedback
Proximal Policy Optimization Algorithms
Direct Preference Optimization: Your Language Model is Secretly a Reward Model
Constitutional AI: Harmlessness from AI Feedback


Model Evaluation Metrics

Holistic Evaluation of Language Model
General Language Understanding Evaluation (GLUE) benchmark
SuperGLUE
ROUGE: A Package for Automatic Evaluation of Summaries
Measuring Massive Multitask Language Understanding (MMLU)
BigBench-Hard - Beyond the Imitation Game: Quantifying and Extrapolating the Capabilities of Language Models


Application

ReAct: Synergizing Reasoning and Acting in Language Models
LangChain Who Owns the Generative AI Platform?