Difference between revisions of "Large Language Model (LLM)"
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**** [[Supervised]] Learning | **** [[Supervised]] Learning | ||
**** [[Proximal Policy Optimization (PPO)]] | **** [[Proximal Policy Optimization (PPO)]] | ||
| − | ** [https://www.deepmind.com/publications/an-empirical-analysis-of-compute-optimal-large-language-model-training Chinchilla |] [[Google | DeepMind]] | + | ** [https://www.deepmind.com/publications/an-empirical-analysis-of-compute-optimal-large-language-model-training Chinchilla |] [[Google | DeepMind]] 70B parameters |
** [https://arxiv.org/abs/2203.15556 ctrl] ... a Conditional Transformer Language Model for Controllable Generation | Salesforce | ** [https://arxiv.org/abs/2203.15556 ctrl] ... a Conditional Transformer Language Model for Controllable Generation | Salesforce | ||
** [https://openai.com/ Codex |] [[OpenAI]] ... translates natural language into code | ** [https://openai.com/ Codex |] [[OpenAI]] ... translates natural language into code | ||
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** [https://uploads-ssl.webflow.com/60fd4503684b466578c0d307/61138924626a6981ee09caf6_jurassic_tech_paper.pdf Jurassic-1 Language Model] ... huge 178B language model to rival [[OpenAI]]'s GPT-3] | ** [https://uploads-ssl.webflow.com/60fd4503684b466578c0d307/61138924626a6981ee09caf6_jurassic_tech_paper.pdf Jurassic-1 Language Model] ... huge 178B language model to rival [[OpenAI]]'s GPT-3] | ||
** [https://www.blog.google/technology/ai/lamda/ LaMDA |] [[Google]] ... experimental language model | ** [https://www.blog.google/technology/ai/lamda/ LaMDA |] [[Google]] ... experimental language model | ||
| − | ** [https://www.reuters.com/technology/meta-launch-ai-language-model-llama-2023-02-24/ LLaMA] ... Large Language Model [[Meta]] AI | + | ** [https://www.reuters.com/technology/meta-launch-ai-language-model-llama-2023-02-24/ LLaMA] ... Large Language Model [[Meta]] AI, 13B and 65B parameter versions |
** [https://github.com/allenai/macaw Macaw | AI2] | ** [https://github.com/allenai/macaw Macaw | AI2] | ||
** [https://arxiv.org/pdf/2212.13138.pdf Med-PaLM] ... aligned to the medical domain | ** [https://arxiv.org/pdf/2212.13138.pdf Med-PaLM] ... aligned to the medical domain | ||
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** [https://github.com/karpathy/nanoGPT nanoGPT] ... for training/finetuning medium-sized GPTs | ** [https://github.com/karpathy/nanoGPT nanoGPT] ... for training/finetuning medium-sized GPTs | ||
** [https://idw-online.de/en/news786967 OpenGPT-X] ... model for Europe | ** [https://idw-online.de/en/news786967 OpenGPT-X] ... model for Europe | ||
| − | ** [https://www.reuters.com/technology/facebook-owner-meta-opens-access-ai-large-language-model-2022-05-03/ OPT-175B]...[[Meta|Facebook]]-owner Meta opens access to AI large language model | Elizabeth Culliford - Reuters ... [[Meta|Facebook]] 175-billion-parameter language model - Open Pretrained Transformer | + | ** [https://www.reuters.com/technology/facebook-owner-meta-opens-access-ai-large-language-model-2022-05-03/ OPT-175B]...[[Meta|Facebook]]-owner Meta opens access to AI large language model | Elizabeth Culliford - Reuters ... [[Meta|Facebook]] 175-billion-parameter language model - Open Pretrained Transformer ... BlenderBot |
** [https://huggingface.co/Writer/palmyra-base Palmyra |] [[Hugging Face]] ... a privacy-first LLM for enterprises | ** [https://huggingface.co/Writer/palmyra-base Palmyra |] [[Hugging Face]] ... a privacy-first LLM for enterprises | ||
| − | ** [https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html Pathways Language Model (PaLM)] | + | ** [https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html Pathways Language Model (PaLM)] 540B parameters |
| − | ** [http://research.baidu.com/Blog/index-view?id=163 PLATO-XL | Baidu] ... 11B | + | ** [http://research.baidu.com/Blog/index-view?id=163 PLATO-XL | Baidu] ... 11B parameter chatbot |
** [https://www.deepmind.com/publications/improving-language-models-by-retrieving-from-trillions-of-tokens RETRO |] [[Google | DeepMind]] | ** [https://www.deepmind.com/publications/improving-language-models-by-retrieving-from-trillions-of-tokens RETRO |] [[Google | DeepMind]] | ||
** [https://arxiv.org/abs/2101.03961 Switch Transformers |] [[Google]] Brain ... trillion parameters | ** [https://arxiv.org/abs/2101.03961 Switch Transformers |] [[Google]] Brain ... trillion parameters | ||
Revision as of 09:06, 25 February 2023
YouTube search... ...Google search
- Models:
- Alpa ... serving large models like GPT-3 simple, affordable, accessible
- Bidirectional Encoder Representations from Transformers (BERT)
- BioGPT ... Microsoft language model trained for biomedical tasks
- BLOOM ... Big Science Language Open-science Open-access Multilingual ... 176B
- Cedille ... open-source French language model
- ChatGPT | OpenAI
- Chinchilla | DeepMind 70B parameters
- ctrl ... a Conditional Transformer Language Model for Controllable Generation | Salesforce
- Codex | OpenAI ... translates natural language into code
- Dataflow-as-a-Service | SambaNova
- DialogGPT ...Microsoft Releases DialogGPT AI Conversation Model | Anthony Alford - InfoQ - trained on over 147M dialogs
- GLM-130B ... Open Bilingual Pre-Trained Model
- Gopher | DeepMind
- GLaM | Google
- GShard | Google ... Scaling Giant Models with Conditional Computation and Automatic Sharding
- GPT-2 | OpenAI ... Generative Pre-trained Transformer 2 by OpenAI
- GPT-Neo ... Open-source GPT-3 by EleutherAI
- InstructGPT ... OpenAI 1.3B InstructGPT model over outputs from a 175B GPT-3 model
- Jurassic-1 Language Model ... huge 178B language model to rival OpenAI's GPT-3]
- LaMDA | Google ... experimental language model
- LLaMA ... Large Language Model Meta AI, 13B and 65B parameter versions
- Macaw | AI2
- Med-PaLM ... aligned to the medical domain
- minGPT | Andrej Karpathy - GitHub
- Megatron NLG ... Monolithic Transformer Language NLP Model Triple the Size of OpenAI’s GPT-3
- Muse ... VLM-4, a set of natively trained large Language Models in French, Italian, Spanish, German, and English
- nanoGPT ... for training/finetuning medium-sized GPTs
- OpenGPT-X ... model for Europe
- OPT-175B...Facebook-owner Meta opens access to AI large language model | Elizabeth Culliford - Reuters ... Facebook 175-billion-parameter language model - Open Pretrained Transformer ... BlenderBot
- Palmyra | Hugging Face ... a privacy-first LLM for enterprises
- Pathways Language Model (PaLM) 540B parameters
- PLATO-XL | Baidu ... 11B parameter chatbot
- RETRO | DeepMind
- Switch Transformers | Google Brain ... trillion parameters
- Textless NLP ... Generating expressive speech from raw audio
- T0pp | Hugging Face
- Toolformer | Meta ... models can teach themselves to use tools and APIs
- Turing-NLG | Microsoft
- UnifiedQA ... single QA system
- WebGPT ... GPT-3 version that can search the web
- Wu Dao 1.0 (Enlightment 1.0) ... China’s first homegrown super-scale intelligent model
- YaLM 100B ... Yandex YaLM 100B parameters
- Yuan 1.0 | Inspur ... 245B parameters
- OpenAI Blog | OpenAI
- Attention Mechanism/Transformer Model
- Generative Pre-trained Transformer (GPT)
- SambaNova Systems ... Dataflow-as-a-Service GPT
