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awesome-prompt-engineering
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https://github.com/prompt-engineering/awesome-prompt-engineering
- 总结当下可用的大模型LLMs
- LLaMa - 65B | Decoder | open |
- OPT - 175B | Decoder | open |
- T5 - 11B | Encoder-Decoder | open |
- mT5 - 13B | Encoder-Decoder | open |
- UL2 - Decoder | open |
- LaMDA - 137B | Decoder | no |
- FLAN-T5 - Decoder | open |
- BLOOM
- T0
- GPT-Neo - 2.7B | Decoder | open |
- GPT-NeoX
- Alpaca
- ChatGLM-6B
- GLM-130B
- 总结开源可用的Instruct/Prompt Tuning数据
- Natural Instruction / Super-Natural Instruction - Natural Instruction）的指令数据 |
- PromptSource / P3 - 1B之间的P3数据集 |
- xMTF
- HH-RLHF
- Unnatural Instruction
- Self-Instruct - tuning的方法，引入Task pool和Quality filtering等概念 |
- UnifiedSKG - to-Text框架中加入knowledge grounding，将结构化数据序列化并嵌入到prompt中 |
- Flan Collection - natural instruction等）进行合并 |
- InstructDial
- Alpaca-LoRA - Low-Rank LLaMA Instruct-Tuning, Instruct-tune LLaMA on consumer hardware .
- Prompt Engineering Guide - Guides, papers, lecture, and resources for prompt engineering
- notebooks
- LangChain - ⚡ Building applications with LLMs through composability ⚡
- ChatLangChain
- Langflow - LangFlow is a GUI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows with drag-and-drop components and a chat box.
- Alpaca-LoRA - Low-Rank LLaMA Instruct-Tuning, Instruct-tune LLaMA on consumer hardware .
- Alpaca-LoRA as a Chatbot Service
- AlpacaDataCleaned
- BELLE - Bloom-Enhanced Large Language model Engine，针对 Stanford Alpaca 中文做了优化，模型调优仅使用由ChatGPT生产的数据（不包含任何其他数据）。
- https://github.com/LC1332/Chinese-alpaca-lora - A Chinese finetuned instruction LLaMA.
- Dolly - fine-tunes the GPT-J 6B model on the Alpaca dataset using a Databricks notebook.
- ChatRWKV - ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
- PEFT - Parameter-Efficient Fine-Tuning (PEFT) methods enable efficient adaptation of pre-trained language models (PLMs) to various downstream applications without fine-tuning all the model's parameters.
- Semantic Kernel
Programming Languages
Keywords
language-model
5
chatbot
2
pytorch
2
lora
2
chatgpt
2
instruction-tuning
2
llm
2
openai
2
bloom
2
deep-learning
2
transformers
2
gpt
2
prompt-engineering
1
zero-shot-learning
1
chinese-nlp
1
gpt-evaluation
1
t5
1
multitask-learning
1
multilingual-nlp
1
mt0
1
large-language-models
1
language-models
1
bloomz
1
instruction-following
1
gpt-3
1
general-purpose-model
1
nlp
1
natural-language-processing
1
machine-learning
1
sdk
1
artificial-intelligence
1
ai
1
python
1
parameter-efficient-learning
1
diffusion
1
adapter
1
rwkv
1
rnn
1
dolly
1
databricks
1
open-models
1
llama
1
instruction-set
1
instruct-gpt
1
instruct-finetune
1
gpt-q
1
gpt-2
1