From 8dafaaabe54c7f73ad28d8b1e37c1a5b2032e6f9 Mon Sep 17 00:00:00 2001 From: Mooler0410 <37475129+Mooler0410@users.noreply.github.com> Date: Sun, 30 Apr 2023 02:50:30 -0500 Subject: [PATCH 01/27] Update README.md Add papers --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 793691d..56e59ad 100644 --- a/README.md +++ b/README.md @@ -36,8 +36,9 @@ We build an evolutionary tree of modern Large Language Models (LLMs) to trace th
### Other Practical Guides for LLMs -- Why did all of the public reproduction of GPT-3 fail? In which tasks should we use GPT-3.5/ChatGPT? [Blog](https://jingfengyang.github.io/gpt) -- Building LLM applications for production, 2023. [Blog](https://huyenchip.com/2023/04/11/llm-engineering.html) +- Why did all of the public reproduction of GPT-3 fail? In which tasks should we use GPT-3.5/ChatGPT? 2023, [Blog](https://jingfengyang.github.io/gpt) +- Building LLM applications for production, 2023, [Blog](https://huyenchip.com/2023/04/11/llm-engineering.html) +- Data-centric Artificial Intelligence, 2023, [Repo](https://github.com/daochenzha/data-centric-AI)/[Blog](https://towardsdatascience.com/what-are-the-data-centric-ai-concepts-behind-gpt-models-a590071bb727)/[Paper](https://arxiv.org/abs/2303.10158) ### BERT-style Language Models: Encoder-Decoder or Encoder-only From 80af08ef0d80c2047d1d4888196f5dc56b43db67 Mon Sep 17 00:00:00 2001 From: Jingfeng Yang
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LLMs | +Model | + + +Data | + +|||
---|---|---|---|---|---|
+ | License | +Commercial Use | +Other noteable restrictions | +License | +Corpus | +
Encoder-only | +|||||
BERT series of models (general domain) | +Apache 2.0 | +β | ++ | Public | +BooksCorpus, English Wikipedia | +
RoBERTa | +MIT license | +β | ++ | Public | +BookCorpus, CC-News, OpenWebText, STORIES | +
ERNIE | +Apache 2.0 | +β | ++ | Public | +English Wikipedia | +
SciBERT | +Apache 2.0 | +β | ++ | Public | +BERT corpus, 1.14M papers from Semantic Scholar | +
LegalBERT | +CC BY-SA 4.0 | +β | ++ | Public (except data from the Case Law Access Project) | +EU legislation, US court cases, etc. | +
BioBERT | +Apache 2.0 | +β | ++ | PubMed | +PubMed, PMC | +
Encoder-Decoder | +|||||
T5 | +Apache 2.0 | +β | ++ | Public | +C4 | +
Flan-T5 | +Apache 2.0 | +β | ++ | Public | +C4, Mixture of tasks (Fig 2 in paper) | +
BART | +Apache 2.0 | +β | ++ | Public | +RoBERTa corpus | +
GLM | +Apache 2.0 | +β | ++ | Public | +BooksCorpus and English Wikipedia | +
ChatGLM | +ChatGLM License | +β | +No use for illegal purposes or military research, no harm the public interest of society | +N/A | +1T tokens of Chinese and English corpus | +
Decoder-only | +|||||
GPT2 | +Modified MIT License | +β | +Use GPT-2 responsibly and clearly indicate your content was created using GPT-2. | +Public | +WebText | +
GPT-Neo | +MIT license | +β | ++ | Public | +Pile | +
GPT-J | +Apache 2.0 | +β | ++ | Public | +Pile | +
---> Dolly | +CC BY NC 4.0 | +β | ++ | CC BY NC 4.0, Subject to terms of Use of the data generated by OpenAI | +Pile, Self-Instruct | +
---> GPT4ALL-J | +Apache 2.0 | +β | ++ | Public | +GPT4All-J dataset | +
Pythia | +Apache 2.0 | +β | ++ | Public | +Pile | +
---> Dolly v2 | +MIT license | +β | ++ | Public | +Pile, databricks-dolly-15k | +
OPT | +OPT-175B LICENSE AGREEMENT | +β | +No development relating to surveillance research and military, no harm the public interest of society | +Public | +RoBERTa corpus, the Pile, PushShift.io Reddit | +
---> OPT-IML | +OPT-175B LICENSE AGREEMENT | +β | +same to OPT | +Public | +OPT corpus, Extended version of Super-NaturalInstructions | +
YaLM | +Apache 2.0 | +β | ++ | Unspecified | +Pile, Teams collected Texts in Russian | +
BLOOM | +The BigScience RAIL License | +β | +No use of generating verifiably false information with the purpose of harming others; content without expressly disclaiming that the text is machine generated |
+ Public | +ROOTS corpus (LaurenΒΈcon et al., 2022) | +
---> BLOOMZ | +The BigScience RAIL License | +β | +same to BLOOM | +Public | +ROOTS corpus, xP3 | +
Galactica | +CC BY-NC 4.0 | +β | ++ | N/A | +The Galactica Corpus | +
LLaMA | +Non-commercial bespoke license | +β | +No development relating to surveillance research and military, no harm the public interest of society | +Public | +CommonCrawl, C4, Github, Wikipedia, etc. | +
---> Alpaca | +CC BY NC 4.0 | +β | ++ | CC BY NC 4.0, Subject to terms of Use of the data generated by OpenAI | +LLaMA corpus, Self-Instruct | +
---> Vicuna | +CC BY NC 4.0 | +β | ++ | Subject to terms of Use of the data generated by OpenAI; Privacy Practices of ShareGPT |
+ LLaMA corpus, 70K conversations from ShareGPT.com | +
---> GPT4ALL | +GPL Licensed LLaMa | +β | ++ | Public | +GPT4All dataset | +
OpenLLaMA | +Apache 2.0 | +β | ++ | Public | +RedPajama | +
CodeGeeX | +The CodeGeeX License | +β | +No use for illegal purposes or military research | +Public | +Pile, CodeParrot, etc. | +
StarCoder | +BigCode OpenRAIL-M v1 license | +β | +No use of generating verifiably false information with the purpose of harming others; content without expressly disclaiming that the text is machine generated |
+ Public | +The Stack | +
@@ -291,14 +292,6 @@ We build a decision flow for choosing LLMs or fine-tuned models~\protect\footnot
LLMs | Model | From 89559f6e4f264c5ee09500cef9b33ae387b99eb8 Mon Sep 17 00:00:00 2001 From: cody blakeneyPublic | The Stack | MPT-7B | +Apache 2.0 | +β | ++ | Public | +mC4 (english), The Stack, RedPajama, S2ORC | + +
---|---|---|---|---|---|
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