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Lazarus
SuperCOT Descendents
Jun 7, 2023
Alan Jo
Alan Jo
Jun 7, 2023
๊ฐ‘์ž๊ธฐ leaderboard 2๋“ฑ
049b3aa5281548efbedea1431aa7b335
Wizard Vicuna
Vicuna Descendents
Jun 7, 2023
Alan Jo
Alan Jo
Jun 7, 2023
### Uncensored > [TheBloke/Wizard-Vicuna-13B-Uncensored-HF ยท Hugging Face](https://huggingface.co/TheBloke/Wizard-Vicuna-13B-Uncensored-HF)
c555316c38a24097ab53b72a9067dacc
WizardLM
Vicuna Descendents
Jul 9, 2023
Alan Jo
Alan Jo
Jul 9, 2023
[WizardLM](https://github.com/nlpxucan/WizardLM)
efb6e9e167794674a3f4fe115752d9ac
LLaMa History
LLaMA Notion
Apr 27, 2023
Alan Jo
Alan Jo
May 1, 2023
### History > [A brief history of LLaMA models - AGI Sphere](https://agi-sphere.com/llama-models/)
55dacd67da554bc5bde17eca29e150ad
LLaMA Implementation
LLaMA Notion
May 1, 2023
Alan Jo
Alan Jo
Jul 8, 2023
### CPU - [llama-cpu](https://github.com/markasoftware/llama-cpu) - [llama.cpp](https://github.com/ggerganov/llama.cpp) [GGML](https://texonom.com/ggml-d3297b7eedc846a1bea05cfa0f3cc24a) - [dalai](https://github.com/cocktailpeanut/dalai) - [llm](https://github.com/rustformers/llm) - Rust
35366933da844f94abe3e1e1d0fb0089
LLaMA2
LLaMA Notion
Jul 19, 2023
Alan Jo
Alan Jo
Aug 4, 2023
[LLaMa.c](https://texonom.com/llamac-fc7b7037171c40c7ba1be5845a246aa0) > [Why Did Meta Open-Source Llama 2?](https://matt-rickard.com/why-did-meta-open-source-llama) > [meta-llama (Meta Llama 2)](https://huggingface.co/meta-llama)
9e8d55f66932447680be7fc4bfa4e050
LLaMa.c
LLaMA2
null
null
null
null
null
[llama2.c](https://github.com/karpathy/llama2.c) [llama2.c-for-dummies](https://github.com/RahulSChand/llama2.c-for-dummies) > [llama2.c for Dummies (์ดˆ๋ณด์ž๋ฅผ ์œ„ํ•œ llama2.c ๊ฐ€์ด๋“œ)](https://discuss.pytorch.kr/t/llama2-c-for-dummies-llama2-c/2200)
fc7b7037171c40c7ba1be5845a246aa0
PaLM 1
PaLM Versions
May 9, 2023
Alan Jo
Alan Jo
May 10, 2023
### PaLM 1 Fine Tunings |Title| |:-:| |[MedPaLM](https://texonom.com/medpalm-d3efc693e638489bad3f710b1499fef6)| |[PaLM-E](https://texonom.com/palm-e-6193d0efdbf64e4796af833ad4611fff)|
9eb81dc927734b05bd0813a33f12a146
PaLM 2
PaLM Versions
Apr 7, 2022
Alan Jo
Alan Jo
Jun 26, 2023
### PaLM 2 Fine Tuning |Title| |:-:| |[MedPaLM2](https://texonom.com/medpalm2-ea18df65ef3647ee9761814de98adec9)| |[Secucity PaLM](https://texonom.com/secucity-palm-66fea029e35e49e5880ff9d5f9f005c2)| |[AudioPaLM](https://texonom.com/audiopalm-e4c483d0ece04e4fa5bf9ef648eee7e1)|
c74baec55e28433093feb97b5ca572d1
MedPaLM
PaLM 1 Fine Tunings
Apr 7, 2022
Alan Jo
Alan Jo
May 10, 2023
> [Google and DeepMind just launched MedPaLM, a large language model](https://interestingengineering.com/innovation/google-deepmind-medpalm-language-model)
d3efc693e638489bad3f710b1499fef6
PaLM-E
PaLM 1 Fine Tunings
Apr 7, 2022
Alan Jo
Alan Jo
May 10, 2023
[ChatGPT for Robotics](https://texonom.com/chatgpt-for-robotics-f24e8e8b31854772bb8a19d9a18255f3) [AI Robotics](https://texonom.com/ai-robotics-05fedc5950e9421d9e28151bebd68300) > [Googleโ€™s PaLM-E is a generalist robot brain that takes commands](https://arstechnica.com/information-technology/2023/03/embodied-ai-googles-palm-e-allows-robot-control-with-natural-commands)
6193d0efdbf64e4796af833ad4611fff
AudioPaLM
PaLM 2 Fine Tuning
Jun 29, 2023
Alan Jo
Alan Jo
Jun 29, 2023
### Demo > [AudioPaLM](https://google-research.github.io/seanet/audiopalm/examples/) > [AudioPaLM: A Large Language Model That Can Speak and Listen](https://arxiv.org/abs/2306.12925)
e4c483d0ece04e4fa5bf9ef648eee7e1
MedPaLM2
PaLM 2 Fine Tuning
May 10, 2023
Alan Jo
Alan Jo
Jul 10, 2023
[Medical AI](https://texonom.com/medical-ai-029a540351014126969efa2d0a034264)
> [Googleโ€™s medical AI chatbot is already being tested in hospitals](https://www.theverge.com/2023/7/8/23788265/google-med-palm-2-mayo-clinic-chatbot-bard-chatgpt)
ea18df65ef3647ee9761814de98adec9
Secucity PaLM
PaLM 2 Fine Tuning
May 10, 2023
Alan Jo
Alan Jo
Jun 26, 2023
66fea029e35e49e5880ff9d5f9f005c2
**ReAct Prompting**
Qwen Usages
Aug 7, 2023
Alan Jo
Alan Jo
Aug 7, 2023
> [Untitled](https://github.com/QwenLM/Qwen-7B/blob/main/examples/react_prompt.md)
7edbefb5341b45d2a456b5df5b7c94f4
AI **Question answering**
LLM Usages
Apr 27, 2023
Alan Jo
Alan Jo
Aug 8, 2023
[Question](https://texonom.com/question-a471a468c2234eea8fe57f2ce2817ba4) [Recommend System](https://texonom.com/recommend-system-e94b364527554e65bfd9d3dc63fb1af7)
### AI **Question answering Usages** |Title| |:-:| |[Open Generative QA](https://texonom.com/open-generative-qa-2463bc75cb154c92a34ad7c869b53ab6)| |[Extractive QA](https://texonom.com/extractive-qa-bb42eaeb12754e6aa2f51a1d80230d40)| |[Closed Generative QA](https://texonom.com/closed-generative-qa-830cd1e6718b40c8affd656e646225f0)| |[KBQA](https://texonom.com/kbqa-b36d7421836845d2937872ba50634417)| |[QA dataset](https://texonom.com/qa-dataset-9dd3cfe0405d4431a6fe65fe720a313f)| ### Langchain > [Question Answering โ€” ๐Ÿฆœ๐Ÿ”— LangChain 0.0.150](https://python.langchain.com/en/latest/use_cases/evaluation/question_answering.html) > [Question Answering over Docs โ€” ๐Ÿฆœ๐Ÿ”— LangChain 0.0.148](https://python.langchain.com/en/latest/use_cases/question_answering.html) ### Notion > [What is Question Answering? - Hugging Face](https://huggingface.co/tasks/question-answering)
05d026befa7441949b7bff695e24268c
Chat AI
LLM Usages
Jun 27, 2022
Alan Jo
Alan Jo
Jun 20, 2023
[Prompt Engineering](https://texonom.com/prompt-engineering-eb0deb4baf844bebb873c19a0e307e7e) [AI Question answering](https://texonom.com/ai-question-answering-05d026befa7441949b7bff695e24268c)
### Human should focus on composing and organizing information not providing answer Because AI is much better at providing information and give answers ### Chat AIs |Title| |:-:| |[ChatGPT](https://texonom.com/chatgpt-dbe93533b058404c82bbf0173f2a004d)| |[Bard](https://texonom.com/bard-fb7e579ffbaf4b46a9f7c780dec8c6a8)| |[Bing Chat](https://texonom.com/bing-chat-2cf71195b8864d2c9beed75ca3fb341e)| |[Claude AI](https://texonom.com/claude-ai-f81efb6693ee4c12b2fea01e9acc4315)| |[Pi AI](https://texonom.com/pi-ai-bb30fd988e364dfd9b545619a1356ab3)| |[Hugging Chat](https://texonom.com/hugging-chat-337d73df99c14e3b80526434e58b91b0)| |[FastChat](https://texonom.com/fastchat-4074369b09a744a8818c78ead5381289)| |[StableVicuna](https://texonom.com/stablevicuna-b26962d1df9a47b3844f68fc1ceaa7d7)| |[ChatRWKV](https://texonom.com/chatrwkv-a2a2891b6ef14635849607bee1bf5b20)| |[Cleverbot](https://texonom.com/cleverbot-4f58f6051fbe46e7ad23de3679adb447)| |[Jabberwacky](https://texonom.com/jabberwacky-16cf12ce8e48483ea69ddba1c7faa38d)| |[GPT4ALL](https://texonom.com/gpt4all-2bad10ba8cd04efe8b44ef358a9a1f8c)| ### Chat AI Services |Title| |:-:| |[Perplexity AI](https://texonom.com/perplexity-ai-69198664fba040ca9d2f43b7de47a910)| |[Poe](https://texonom.com/poe-9937abf07eb140808a1d534d5db6964c)| |[LocalGPT](https://texonom.com/localgpt-f70e1a9eaa6241049115f7ed978dbc55)| |[Ora.sh](https://texonom.com/orash-a411b1f4803b4fa6b7f5da75ca88dec2)| |[Forefront ai](https://texonom.com/forefront-ai-dfc3fa4626a74d15898538ba42770923)| |[Chat Dataset](https://texonom.com/chat-dataset-a50a9f2a6aab4e0cbf94d09d36641d07)| |[RealChar.ai](https://texonom.com/realcharai-0a82c8f5e98c4db2b6f2d6346244a270)| ### Characters Platform > [Untitled](https://beta.character.ai/) > [I Built an AI Chatbot Based On My Favorite Podcast](https://every.to/superorganizers/i-trained-a-gpt-3-chatbot-on-every-episode-of-my-favorite-podcast) > [Microsoft Could Bring You Back From The Dead... As A Chat Bot](https://technuws.com/microsoft-could-bring-you-back-from-the-dead-as-a-chat-bot/) > [GetGPT - NoCode ChatGPT Platform](https://getgpt.app/marketplace) ### **Talking to AI Might Be the Most Important Skill of This Century** > [The Most Important Job Skill of This Century](https://www.theatlantic.com/technology/archive/2023/02/openai-text-models-google-search-engine-bard-chatbot-chatgpt-prompt-writing/672991/) > [์Šค์นด์ด๋žฉ์Šค, ๋ฐ˜์ง€๋กœ 24์‹œ๊ฐ„ ์‹ฌ์žฅ ๋ชจ๋‹ˆํ„ฐ๋ง... '์นดํŠธ-์›' ์ถœ์‹œ](https://www.venturesquare.net/812703) > [Brity Assistant](https://brityassistant.samsungsds.com/frontend/bot/dialog/402)
54e11ff265864d949816a2f86a1e1b40
Document AI
LLM Usages
May 11, 2023
Alan Jo
Alan Jo
Jul 31, 2023
[GCP Model Garden](https://texonom.com/gcp-model-garden-2f389eae6ca24b6f9549ffc0fe964c72) [Text embedding](https://texonom.com/text-embedding-f592251a59af4e5b8a7a70c255546ef7) [Recommend System](https://texonom.com/recommend-system-e94b364527554e65bfd9d3dc63fb1af7)
๋ณ€ํ•˜๋Š” ์ง€์‹๊ณผ ๋ณ€ํ•˜์ง€ ์•Š๋Š” ์ง€์‹์„ ๊ตฌ๋ถ„ํ•˜๋„๋ก ํ•™์Šตํ•ด์•ผ ํ•œ๋‹ค ๊ทธ์ € similarity ๋กœ๋งŒ ๊ฐ€์ ธ์˜ค๊ฒŒ ํ•˜๋ฉด ์ตœ์‹ ์„ฑ์ด ๋–จ์–ด์ง„๋‹ค ์—ฌ๋Ÿฌ ๋ฐ์ดํ„ฐ์ค‘ ์ตœ์‹  ๋ฐ์ดํ„ฐ๋ฅผ ๊ฐ€์ ธ์˜ค๋Š” ๊ฒƒ์ด ํ•ต์‹ฌ์ด ๋˜๋Š” ์ฃผ์ œ๊ฐ€ ์žˆ๋„๋ก HFํ•˜๋Š” ๋ฐ์ดํ„ฐ metric ํ•„์š” ### Document AIs |Title| |:-:| |[Danwer](https://texonom.com/danwer-6831a192fc8c4437b3192c72901c0647)| |[Angryface](https://texonom.com/angryface-e9fa7917b83842a3a074b3e23796ac26)| |[ChatPDF](https://texonom.com/chatpdf-7983169eef3b41849d41a180d7ddac1a)| |[privateGPT](https://texonom.com/privategpt-59b4fa4fdc1e4b589ac836b469bd1c25)| |[Humata](https://texonom.com/humata-0ce47d5cf1674ff0a7839d225ab4c4d5)| |[NotebookLM](https://texonom.com/notebooklm-d9749714c9ad4ac9bd688ebb2d38542a)| |[Quivr](https://texonom.com/quivr-7cfcd4b80b194684ae73be03e0a5a382)|
073d20eac42148de9adcf9e25aafea22
In-context learning
LLM Usages
Jun 11, 2023
Alan Jo
Alan Jo
Jul 16, 2023
[Prompt Engineering](https://texonom.com/prompt-engineering-eb0deb4baf844bebb873c19a0e307e7e) [LLM Context](https://texonom.com/llm-context-252aa3db0c164002aba92482142bcc2d)
> [Instruction Tuning์ด๋ž€?](https://velog.io/@nellcome/Instruction-Tuning์ด๋ž€)
2f55f51a87a04785be78dc65ef752ca4
Learn LLM
LLM Usages
Apr 30, 2023
Alan Jo
Alan Jo
Apr 30, 2023
- [LLMsPracticalGuide](https://github.com/Mooler0410/LLMsPracticalGuide)
fe951103d9394d0b8102a5b7719f4a21
LLM API
LLM Usages
Jun 29, 2023
Alan Jo
Alan Jo
Jun 29, 2023
### LLM APIs |Title| |:-:| |[Gorilla LLM](https://texonom.com/gorilla-llm-d4d2b5f5b98c4e39b88ce45d3b659c57)|
21350df762de48469ee6285c9dc171eb
LLM Chunking
LLM Usages
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
> [Chunking Strategies for LLM applications | Pinecone](https://www.pinecone.io/learn/chunking-strategies/)
ae00551922854c1198744f19cc9e6ac4
LLM Context
LLM Usages
Jul 9, 2023
Alan Jo
Alan Jo
Jul 28, 2023
### LLM Context Notion |Title| |:-:| |[LLM Context Extending](https://texonom.com/llm-context-extending-5a0eed1f1aa34bf1852ac86d51a7c77f)| ### LLM Context Usages |Title| |:-:| |[AutoCompressors](https://texonom.com/autocompressors-6accb222b49d45b88e5a2de620a546dc)|
252aa3db0c164002aba92482142bcc2d
LLM Development
LLM Usages
Mar 21, 2023
Alan Jo
Alan Jo
Aug 3, 2023
[openplayground](https://github.com/nat/openplayground) [NLP Tool](https://texonom.com/nlp-tool-494563c4dab640cb91c24033020f4207)
### LLM Development Tools |Title| |:-:| |[BigScience Workshop](https://texonom.com/bigscience-workshop-a287b5df1efa45d5856c345335021a7d)| |[LMFlow](https://texonom.com/lmflow-4615107b90cf497faab7c2daced7e112)| |[Toolformer](https://texonom.com/toolformer-a31c209d5bbe4dc9bc7c48aa3c831b75)| |[ ](https://texonom.com/84a95b8224e849c99b974f90a9c73007)| ### LLM App Tools |Title| |:-:| |[Semantic Kernel](https://texonom.com/semantic-kernel-733ab758806a40bb96245d70701ee5e4)| ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fa196c771-72be-4866-a021-4c9b5028f294%2FUntitled.png?table=block&id=e5dc790f-de27-46a1-a355-afcbb0acebd2&cache=v2) > [Patterns for Building LLM-based Systems & Products](https://eugeneyan.com/writing/llm-patterns/) > [The New Language Model Stack](https://www.sequoiacap.com/article/llm-stack-perspective)
04d6c7eb5be24cc28be8bc2175f1a3f0
LLM History
LLM Usages
Aug 2, 2023
Alan Jo
Alan Jo
Aug 2, 2023
### History > [Five years of GPT progress](https://finbarr.ca/five-years-of-gpt-progress) > [AI Revolution - Transformers and Large Language Models (LLMs)](http://blog.eladgil.com/2022/08/ai-revolution-transformers-and-large.html) > [Using Large Language Models Effectively](https://unsupervisedlearning.substack.com/p/using-large-language-models-effectively) > [Paper page - On the Origin of LLMs: An Evolutionary Tree and Graph for 15,821 Large Language Models](https://huggingface.co/papers/2307.09793) > [The History of Open-Source LLMs: Better Base Models (Part Two)](https://cameronrwolfe.substack.com/p/the-history-of-open-source-llms-better)
0f189de18e6945e4812199276e5ce118
LLM Optimization
LLM Usages
Apr 30, 2023
Alan Jo
Alan Jo
Apr 30, 2023
- [Parallel Training](https://texonom.com/parallel-training-4a8896bc837b4dddb47c3700b715cdc8) - [ML Compiler Optimization](https://texonom.com/ml-compiler-optimization-011e7bd0ba8f417bb111ec5ea2171c8e)
fd44b16e13b5410b84f17554198b1b24
LLM Performance
LLM Usages
Jun 2, 2023
Alan Jo
Alan Jo
Jul 15, 2023
## [AI Benchmark](https://texonom.com/ai-benchmark-dafb301998c24471a34222e16caf15da) [Language Model Evaluation](https://texonom.com/language-model-evaluation-12c7993f85964bb29623228c8306be91) ### LLM Metrics |Title| |:-:| |[AlpacaEval](https://texonom.com/alpacaeval-e5cd2732b20740799ed6a3dca99a7b4e)| |[AI2 Reasoning Challenge](https://texonom.com/ai2-reasoning-challenge-c0b9c64af4df40e0bb8f238cddf75c31)| |[HellaSwag](https://texonom.com/hellaswag-0c69d21ac3b844b3b4152dbbe5c91392)| |[MMLU](https://texonom.com/mmlu-d2a91b61ee71491d9e6e284a5bdcc709)| |[TruthfulQA](https://texonom.com/truthfulqa-5f3d96db45574e7cb9679390baaa9617)| ### LLM Leaderboard > [Open LLM Leaderboard - a Hugging Face Space by HuggingFaceH4](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
64fb9ce675344d0390d6155ed6efb0fe
LLMA
LLM Usages
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
ํ˜„์žฌ ๋ณ‘๋ชฉ์ธ ์ถ”๋ก ์„ ๊ฐ€์† > [Inference with Reference: Lossless Acceleration of Large Language Models](https://arxiv.org/abs/2304.04487)
0f7a9f91fb014d2180e50bcd66abb36b
MLLM
LLM Usages
Apr 9, 2023
Alan Jo
Alan Jo
Apr 9, 2023
[Multimodal AI](https://texonom.com/multimodal-ai-381b5ebe1218438689de97941a3d9829) [Cross-Attention](https://texonom.com/cross-attention-6365d422d2bf4be78dac038df3a19aae)
### MLLM Notion |Title| |:-:| |[Language Is Not All You Need](https://texonom.com/language-is-not-all-you-need-0a6f8ec4af2f44bfacf6d4da5dd5da02)| ### MLLMs |Title| |:-:| |[Flamingo MLLM](https://texonom.com/flamingo-mllm-fb225f5068b7439f8d7bf69c08657c0d)| > [https://thegenerality.com/agi/?fbclid=IwAR3aPmwPe6CC7INiPtKlq3SxShfP_-l4LsfvCmS-I6ChQgIAl5qfuQLz_YE](https://thegenerality.com/agi/?fbclid=IwAR3aPmwPe6CC7INiPtKlq3SxShfP_-l4LsfvCmS-I6ChQgIAl5qfuQLz_YE)
98172e9446c04bcc9cf52b2bc5d0bd17
Multilingual LLM
LLM Usages
Jul 29, 2023
Alan Jo
Alan Jo
Jul 29, 2023
### Multilingual LLMs |Title| |:-:| |[POLYLM](https://texonom.com/polylm-99114b0e59344bc8afa9a8c41012c52c)|
7467ae0b84964657a5e0bc80bd845313
Prompt Engineering
LLM Usages
Dec 23, 2022
Alan Jo
Alan Jo
Jul 17, 2023
[In-context learning](https://texonom.com/in-context-learning-2f55f51a87a04785be78dc65ef752ca4) [Programming](https://texonom.com/programming-b65cb6e064f64deeaa9c6d9665d10aad)
### Multimodal Programming ์˜๋ฌธ์ด ์žˆ์„๋•Œ ๊ทธ๊ฒƒ์— ๋Œ€ํ•œ ์ •๋ณด๋ฅผ ์ฃผ์ง€ ๋ง๊ณ  ์„ค๋ช…ํ•ด์•ผํ•œ๋‹ค. ๊ทธ๋Ÿฌ๋ฉด ๊ทธ ์˜๋ฌธ์ด ํ‹€๋ ธ๋”๋ผ๋„ ๋งž๋Š” ๊ฒƒ์ฒ˜๋Ÿผ ์„ค๋ช…ํ•˜๊ธฐ ๋•Œ๋ฌธ ๊ทธ๋ƒฅ ๋‘˜ ์‚ฌ์ด์˜ ๊ด€๊ณ„๋ฅผ ์„ค๋ช…ํ•ด๋‹ฌ๋ผ ํ•ด์•ผ ๊ฐ๊ด€์ ์ธ ๋‹ต๋ณ€์ด ๋‚˜์˜จ๋‹ค (๊ด€๊ณ„๊ฐ€ ์—†๋‹ค๋ฉด ๊ด€๊ณ„๊ฐ€ ์žˆ๋Š” ๊ฒƒ์ฒ˜๋Ÿผ ๋งํ•œ๋‹ค) ### Prompt Engineering Notion |Title| |:-:| |[Zero-shot prompting](https://texonom.com/zero-shot-prompting-ebcf607e953748e992ec544be01ee995)| |[Few Shot Prompting](https://texonom.com/few-shot-prompting-c4ce984814984f2d81fbaff7ef54c401)| |[Mega Prompt](https://texonom.com/mega-prompt-9141d2818d34409f8d4fb1ac44a6e206)| |[AI Companion](https://texonom.com/ai-companion-7aca10bc6f8140098379960c069bcfd2)| |[Prompt Testing](https://texonom.com/prompt-testing-0f2c04134b3a44a287f8d104e1a4fc04)| |[Scheme Engineering](https://texonom.com/scheme-engineering-5ee8f9dc0240408ba4f522d27e2bd3ca)| ### Promptings |Title| |:-:| |[Chain-of-Thought](https://texonom.com/chain-of-thought-581ce6d4d73d48089643fcd96159c7eb)| |[CoT-SC](https://texonom.com/cot-sc-bb9345b90ff0422d9ee524bbd1f77537)| |[ToT](https://texonom.com/tot-351a0b7acaff41c3a21ac8b3ef00975e)| |[GoT](https://texonom.com/got-3115f072dfd74b44ba95e4efa04309ed)| |[Chain of Hindsight](https://texonom.com/chain-of-hindsight-6ade9e6b73204f1ba7b9b32b07d84aa8)| |[Self-Ask Prompting](https://texonom.com/self-ask-prompting-f56f799526ae47288b9d9bb829eb3564)| ### Prompt Engineering Usages |Title| |:-:| |[Learn Prompt Engineering](https://texonom.com/learn-prompt-engineering-dcf48a4dfd5a4eea86cd95bb1feaac8c)| |[Prompt Engineering Tool](https://texonom.com/prompt-engineering-tool-fbfc30b51e154dd88dc0c7ffa7838ff0)| |[Prompt Template](https://texonom.com/prompt-template-0b7b010aa8014dc786553620351cf280)| |[Prompt Injection Attack](https://texonom.com/prompt-injection-attack-2c587b2bc0bf4b2d896ab3c74ad3af2d)| > [https://mitchellh.com/writing/prompt-engineering-vs-blind-prompting](https://mitchellh.com/writing/prompt-engineering-vs-blind-prompting) > [Prompt Engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) > [Learn Prompting | Learn Prompting](https://learnprompting.org/) > [Introduction โ€“ Nextra](https://www.promptingguide.ai/introduction)
eb0deb4baf844bebb873c19a0e307e7e
**Uncensored LLM**
LLM Usages
Jul 15, 2023
Alan Jo
Alan Jo
Jul 20, 2023
why we should use **Uncensored** ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fd3db714b-3663-4935-b1d5-7bc3ec4ae7ee%2FUntitled.png?table=block&id=4c982412-99c3-4bd4-9080-696b556b706d&cache=v2) > [WizardLM-7B-Uncensored](https://www.reddit.com/r/LocalLLaMA/comments/1384u1g/wizardlm7buncensored/)
61d50af6dc494ed1960c8c632394c8a5
**Closed Generative QA**
AI Question answering Usages
May 22, 2023
Alan Jo
Alan Jo
May 22, 2023
830cd1e6718b40c8affd656e646225f0
**Extractive QA**
AI Question answering Usages
May 22, 2023
Alan Jo
Alan Jo
May 22, 2023
bb42eaeb12754e6aa2f51a1d80230d40
****KBQA****
AI Question answering Usages
Jul 16, 2023
Alan Jo
Alan Jo
Jul 16, 2023
[Knowledge Graph](https://texonom.com/knowledge-graph-cc2dec0e7f664d159c8a646d25070cc9)
> [[AI ๊ธฐ์ˆ ] ์ง€์  ๋Œ€ํ™”๋ฅผ ์œ„ํ•œ AI ๊ธฐ์ˆ  : ์ง€์‹ ๊ธฐ๋ฐ˜ ์งˆ๋ฌธ ์‘๋‹ต ๊ธฐ์ˆ  ํŽธ](https://m.blog.naver.com/nuguai/222064665208) > [Papers with Code - Knowledge Base Question Answering](https://paperswithcode.com/task/knowledge-base-question-answering/latest)
b36d7421836845d2937872ba50634417
**Open Generative QA**
AI Question answering Usages
May 22, 2023
Alan Jo
Alan Jo
May 31, 2023
### Template Gallery |Title| |:-:| |[Template Page](https://texonom.com/template-page-36f1f8bd633141a8b72e16c74b4c91bc)|
2463bc75cb154c92a34ad7c869b53ab6
QA dataset
AI Question answering Usages
Aug 8, 2023
Alan Jo
Alan Jo
Aug 8, 2023
### QA datasets |Title| |:-:| |[](https://texonom.com/eb70f890e1da490780092c06d5638242)|
9dd3cfe0405d4431a6fe65fe720a313f
Template Page
Template Gallery
May 31, 2023
Alan Jo
Alan Jo
May 31, 2023
36f1f8bd633141a8b72e16c74b4c91bc
[TheoremQA](https://github.com/wenhuchen/TheoremQA)
QA datasets
Apr 27, 2023
Alan Jo
Alan Jo
Aug 8, 2023
eb70f890e1da490780092c06d5638242
Chat Dataset
Chat AI Services
Jul 16, 2023
Alan Jo
Alan Jo
Jul 16, 2023
### Chat Datasets |Title| |:-:|
a50a9f2a6aab4e0cbf94d09d36641d07
Forefront ai
Chat AI Services
Jun 20, 2023
Alan Jo
Alan Jo
Jun 20, 2023
> [Forefront Chat](https://chat.forefront.ai/)
dfc3fa4626a74d15898538ba42770923
LocalGPT
Chat AI Services
Jun 2, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[localGPT](https://github.com/PromtEngineer/localGPT) [privateGPT](https://texonom.com/privategpt-59b4fa4fdc1e4b589ac836b469bd1c25)
f70e1a9eaa6241049115f7ed978dbc55
Ora.sh
Chat AI Services
Apr 6, 2023
Alan Jo
Alan Jo
Jul 12, 2023
[AI Companion](https://texonom.com/ai-companion-7aca10bc6f8140098379960c069bcfd2)
> [1-click chatbot | ora.sh](https://ora.sh/)
a411b1f4803b4fa6b7f5da75ca88dec2
Perplexity AI
Chat AI Services
Jan 20, 2023
Alan Jo
Alan Jo
Jul 12, 2023
### powered by GPT-4 > [Perplexity AI](https://www.perplexity.ai/)
69198664fba040ca9d2f43b7de47a910
Poe
Chat AI Services
Jan 20, 2023
Alan Jo
Alan Jo
Jul 12, 2023
[Quora](https://texonom.com/quora-0c1caacd06f54254a6c3869bf0b9a438) [AI Companion](https://texonom.com/ai-companion-7aca10bc6f8140098379960c069bcfd2)
### Multi AI in one space Poe API > [Untitled](https://poe.com/)
9937abf07eb140808a1d534d5db6964c
RealChar.ai
Chat AI Services
Jul 28, 2023
Alan Jo
Alan Jo
Jul 28, 2023
[RealChar](https://github.com/Shaunwei/RealChar) [Voice AI](https://texonom.com/voice-ai-3f564d2777ff4f7fa366d2334ac1c742)
0a82c8f5e98c4db2b6f2d6346244a270
Bard
Chat AIs
Jul 31, 2023
Alan Jo
Alan Jo
Jul 31, 2023
> [โ€ŽWhat's new with Bard](https://bard.google.com/updates)
fb7e579ffbaf4b46a9f7c780dec8c6a8
Bing Chat
Chat AIs
Jun 20, 2023
Alan Jo
Alan Jo
Jul 31, 2023
> [I Tried Microsoftโ€™s New AI-Powered Bing. Search Will Never Be the Same.](https://www.wsj.com/amp/articles/i-tried-microsofts-new-ai-powered-bing-search-will-never-be-the-same-11675799762) > [Microsoft now lets you change Bingโ€™s chatbot personality to be more entertaining](https://www.theverge.com/2023/3/2/23621772/microsoft-bing-ai-chatbot-personality-toggle)
2cf71195b8864d2c9beed75ca3fb341e
ChatGPT
Chat AIs
Jun 27, 2022
Alan Jo
Alan Jo
Jul 28, 2023
[GPT](https://texonom.com/gpt-d07bb69aa3794c44b3cdc1347132f75b) [chat-gpt-google-extension](https://github.com/wong2/chat-gpt-google-extension) [awesome-chatgpt](https://github.com/humanloop/awesome-chatgpt)
### Too General Purpose so not very useful before introducing plugin Better to use [ChatPDF](https://texonom.com/chatpdf-7983169eef3b41849d41a180d7ddac1a) or other find-tuned purpose specific AI Tools ### ChatGPT Notion |Title| |:-:| |[ChatGPT Hisotry](https://texonom.com/chatgpt-hisotry-09ca98eec2c94068874db7d14f7063f0)| |[ChatGPT Plugin](https://texonom.com/chatgpt-plugin-a3d4619e27284aedabe4c8aab45d3cea)| |[ChatGPT API](https://texonom.com/chatgpt-api-353e309a03684825b1cb80ee7b32aa26)| |[ChatGPT Code Interpreter](https://texonom.com/chatgpt-code-interpreter-d6f5b637581a4ac8bf780ae2b1a49610)| ### ChatGPT Usages |Title| |:-:| |[ChatGPT for Robotics](https://texonom.com/chatgpt-for-robotics-f24e8e8b31854772bb8a19d9a18255f3)| |[ShareGPT](https://texonom.com/sharegpt-56936320aa9c445289181f2c3510fb63)| |[Flows Network](https://texonom.com/flows-network-8d3c2a99625245edbaaf0146f0171fe7)| |[G4F](https://texonom.com/g4f-fde2ddd155eb44b8878ca83c2d756735)| > [ChatGPT can now remember who you are and what you want](https://www.theverge.com/2023/7/20/23801520/chatgpt-openai-custom-instructions-chatbot) > [Building A Virtual Machine inside ChatGPT](https://www.engraved.blog/building-a-virtual-machine-inside/) > [ChatGPT's AI Chatbot Can Fight Hospital Bills, Invent Bedtime Stories and More](https://www.cnet.com/tech/computing/the-five-best-uses-so-far-for-chatgpts-ai-chatbot/)
dbe93533b058404c82bbf0173f2a004d
ChatRWKV
Chat AIs
May 28, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[RWKV](https://texonom.com/rwkv-639fb6fcbaba43e398a6e2fe5495373a) [ChatRWKV](https://github.com/BlinkDL/ChatRWKV)
a2a2891b6ef14635849607bee1bf5b20
Claude AI
Chat AIs
Mar 15, 2023
Alan Jo
Alan Jo
Jul 12, 2023
[Anthropic AI](https://texonom.com/anthropic-ai-096e36d827a2421b9b0ee8d1ff3b0305) [Claude Shannon](https://texonom.com/claude-shannon-bc27d0c33de4438cb326957a169ed36a)
### **Claude 2** > [New ChatGPT rival, Claude 2, launches for open beta testing](https://arstechnica.com/information-technology/2023/07/new-chatgpt-rival-claude-2-launches-for-open-beta-testing) > [Anthropic's latest model can take 'The Great Gatsby' as input](https://techcrunch.com/2023/05/11/anthropics-latest-model-can-take-the-great-gatsby-as-input/) > [Constitutional AI: Harmlessness from AI Feedback](https://www.anthropic.com/index/constitutional-ai-harmlessness-from-ai-feedback) > [Anthropic introduces Claude, a โ€œmore steerableโ€ AI competitor to ChatGPT](https://arstechnica.com/information-technology/2023/03/anthropic-introduces-claude-a-more-steerable-ai-competitor-to-chatgpt/) > [Anthropic launches Claude, a chatbot to rival OpenAI's ChatGPT](https://techcrunch.com/2023/03/14/anthropic-launches-claude-a-chatbot-to-rival-openais-chatgpt/)
f81efb6693ee4c12b2fea01e9acc4315
Cleverbot
Chat AIs
Jul 4, 2023
Alan Jo
Alan Jo
Jul 4, 2023
2008 > [Cleverbot](https://en.wikipedia.org/wiki/Cleverbot)
4f58f6051fbe46e7ad23de3679adb447
FastChat
Chat AIs
Apr 5, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[GPT 4](https://texonom.com/gpt-4-0d74adcc08b44c23b6f8b0b17e54cc3e) [FastChat](https://github.com/lm-sys/FastChat)
## [Vicuna](https://texonom.com/vicuna-ea1568170bf84148a8d06414a84eaff4) ```typepip3 install fschat# Request LLaMa Weights to meta (https://docs.google.com/forms/d/e/1FAIpQLSfqNECQnMkycAp2jP4Z9TFX0cGR4uf7b_fBxjY_OjhJILlKGA/viewform)# Transform into Hugging Face formatpython src/transformers/models/llama/convert_llama_weights_to_hf.py \ --input_dir ~/Downloads/llama/weights --model_size 7B --output_dir ~/.llama-13b# Delta Vicuna Weightspython3 -m fastchat.model.apply_delta \ --base ~/.llama-13b \ --target ~/.vicuna-13b \ --delta lmsys/vicuna-13b-delta-v0# Servingpython3 -m fastchat.serve.cli --model-name ~/.vicuna-13b``` ![https://simonwillison.net/2023/May/4/no-moat/](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2F54bda876-56a9-4164-a1f9-8f6c346e5e1d%2FUntitled.png?table=block&id=c4ebc0e5-b7dd-4b53-adaf-68f5f872bcf3&cache=v2) ![](https://www.notion.so/image/https%3A%2F%2Fvicuna.lmsys.org%2Fassets%2Fvicuna%2Fchart.svg?table=block&id=d8e16a55-70d7-4f20-8e10-d6d48aa9d216&cache=v2) > [Vicuna: An Open-Source Chatbot Impressing GPT-4 with 90%* ChatGPT Quality](https://vicuna.lmsys.org/)
4074369b09a744a8818c78ead5381289
GPT4ALL
Chat AIs
Jul 20, 2023
Alan Jo
Alan Jo
Jul 20, 2023
[gpt4all](https://github.com/nomic-ai/gpt4all)
2bad10ba8cd04efe8b44ef358a9a1f8c
Hugging Chat
Chat AIs
May 12, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[chat-ui](https://github.com/huggingface/chat-ui) [SvelteKit](https://texonom.com/sveltekit-5dc606aebf334ca39a1b4a8657074678)
337d73df99c14e3b80526434e58b91b0
Jabberwacky
Chat AIs
Jul 4, 2023
Alan Jo
Alan Jo
Jul 4, 2023
1986-1997 > [Jabberwacky](https://en.wikipedia.org/wiki/Jabberwacky)
16cf12ce8e48483ea69ddba1c7faa38d
Pi AI
Chat AIs
Jul 31, 2023
Alan Jo
Alan Jo
Jul 31, 2023
bb30fd988e364dfd9b545619a1356ab3
**StableVicuna**
Chat AIs
Apr 30, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[RLHF](https://texonom.com/rlhf-4b184f9c9e8b4c7a8861fb6374e91aa6)
### ****First Large-Scale Open Source RLHF LLM Chatbot**** > [Stability AI releases StableVicuna, the AI Worldโ€™s First Open Source RLHF LLM Chatbot โ€” Stability AI](https://stability.ai/blog/stablevicuna-open-source-rlhf-chatbot)
b26962d1df9a47b3844f68fc1ceaa7d7
ChatGPT API
ChatGPT Notion
Jul 7, 2023
Alan Jo
Alan Jo
Jul 15, 2023
- [openai-python](https://github.com/openai/openai-python) - [openai-node](https://github.com/openai/openai-node) ### ChatGPT API Usages |Title| |:-:| |[ChatGPT API Model](https://texonom.com/chatgpt-api-model-9a08c4adee1d4144873fa8f00638863c)| |[ChatML](https://texonom.com/chatml-f685fcd1763e4e5498a42e7d079b6fed)| > [OpenAI Platform](https://platform.openai.com/docs/models/overview) > [OpenAI API](https://openai.com/blog/openai-api)
353e309a03684825b1cb80ee7b32aa26
ChatGPT Code Interpreter
ChatGPT Notion
Jul 7, 2023
Alan Jo
Alan Jo
Jul 14, 2023
### [Accounting](https://texonom.com/accounting-4dacef10eb1540a0ad1d75f296fa79e3) > [OpenAIโ€™s Code Interpreter Is About to Remake Finance](https://every.to/napkin-math/openai-s-code-interpreter-is-about-to-remake-finance-5e1f66df-b74f-4113-9f6e-b72505697499) > [What AI can do with a toolbox... Getting started with Code Interpreter](https://www.oneusefulthing.org/p/what-ai-can-do-with-a-toolbox-getting?utm_medium=reader2) > [OpenAI on Twitter](https://twitter.com/OpenAI/status/1677015057316872192)
d6f5b637581a4ac8bf780ae2b1a49610
ChatGPT Hisotry
ChatGPT Notion
Jun 27, 2022
Alan Jo
Alan Jo
Mar 24, 2023
> [ChatGPT: Optimizing Language Models for Dialogue](https://openai.com/blog/chatgpt) > [The inside story of how ChatGPT was built from the people who made it](https://www.technologyreview.com/2023/03/03/1069311/inside-story-oral-history-how-chatgpt-built-openai/) > [ChatGPT versus Google and other search engines - the winner is ..](https://www.algolia.com/blog/ai/why-chatgpt-wont-replace-search-engines-any-time-soon/)
09ca98eec2c94068874db7d14f7063f0
ChatGPT Plugin
ChatGPT Notion
Jun 27, 2022
Alan Jo
Alan Jo
Mar 27, 2023
[WebGPT](https://texonom.com/webgpt-a6418269ddde49b8b229bb48d124bb81) [chatgpt-retrieval-plugin](https://github.com/openai/chatgpt-retrieval-plugin) ### Develop > [OpenAI API](https://platform.openai.com/docs/plugins/getting-started/writing-descriptions) ### Official > [ChatGPT plugins](https://openai.com/blog/chatgpt-plugins) > [OpenAI is massively expanding ChatGPTโ€™s capabilities to let it browse the web and more](https://www.theverge.com/2023/3/23/23653591/openai-chatgpt-plugins-launch-web-browsing-third-party) ### Browser Extension > [AIPRM](https://www.aiprm.com/) ### Cheat Sheet โ€ฃ
a3d4619e27284aedabe4c8aab45d3cea
ChatGPT API Model
ChatGPT API Usages
Jul 7, 2023
Alan Jo
Alan Jo
Jul 15, 2023
### ChatGPT API Models |Title| |:-:| |[ChatGPT Completions API](https://texonom.com/chatgpt-completions-api-f91d355dcc21429ebe5f21b7eaa42218)| > [OpenAI Platform](https://platform.openai.com/docs/models/overview)
9a08c4adee1d4144873fa8f00638863c
ChatML
ChatGPT API Usages
Jun 27, 2022
Alan Jo
Alan Jo
Jul 15, 2023
[ChatGPT Completions API](https://texonom.com/chatgpt-completions-api-f91d355dcc21429ebe5f21b7eaa42218)
### Role - system | user | assistant ### input role > [ChatML vs Prompts - what's the difference?](https://www.youtube.com/watch?v=t-h2LV55Br4) > [openai-python/chatml.md at 1165639843d1be71b009e17b9c29686d05299d4e ยท openai/openai-python](https://github.com/openai/openai-python/blob/1165639843d1be71b009e17b9c29686d05299d4e/chatml.md)
f685fcd1763e4e5498a42e7d079b6fed
ChatGPT Completions API
ChatGPT API Models
Jul 9, 2023
Alan Jo
Alan Jo
Jul 15, 2023
accounts for 97% of API GPT usage > [OpenAI Platform](https://platform.openai.com/docs/guides/gpt/chat-completions-api) > [GPT-4 API general availability and deprecation of older models in the Completions API](https://openai.com/blog/gpt-4-api-general-availability)
f91d355dcc21429ebe5f21b7eaa42218
**WebGPT**
ChatGPT Plugin
null
null
null
null
null
### Bing Web Search API With human feedback > [Untitled](https://arxiv.org/pdf/2112.09332.pdf) > [openai/webgpt_comparisons ยท Datasets at Hugging Face](https://huggingface.co/datasets/openai/webgpt_comparisons) > [WebGPT: Improving the Factual Accuracy of Language Models through Web Browsing](https://openai.com/blog/webgpt/)
a6418269ddde49b8b229bb48d124bb81
ChatGPT for Robotics
ChatGPT Usages
Jun 27, 2022
Alan Jo
Alan Jo
Mar 24, 2023
[AI Robotics](https://texonom.com/ai-robotics-05fedc5950e9421d9e28151bebd68300) [PaLM-E](https://texonom.com/palm-e-6193d0efdbf64e4796af833ad4611fff) > [ChatGPT for Robotics](https://www.microsoft.com/en-us/research/group/autonomous-systems-group-robotics/articles/chatgpt-for-robotics/)
f24e8e8b31854772bb8a19d9a18255f3
Flows Network
ChatGPT Usages
Jun 11, 2023
Alan Jo
Alan Jo
Jun 11, 2023
> [Flows.network](https://flows.network/)
8d3c2a99625245edbaaf0146f0171fe7
G4F
ChatGPT Usages
Jul 5, 2023
Alan Jo
Alan Jo
Jul 5, 2023
### Not working 23/07/05s [gpt4free](https://github.com/xtekky/gpt4free) [freegpt-webui](https://github.com/ramonvc/freegpt-webui)
fde2ddd155eb44b8878ca83c2d756735
ShareGPT
ChatGPT Usages
May 28, 2023
Alan Jo
Alan Jo
Jul 5, 2023
> [ShareGPT: Share your wildest ChatGPT conversations with one click.](https://sharegpt.com/)
56936320aa9c445289181f2c3510fb63
Angryface
Document AIs
Jul 18, 2023
Alan Jo
Alan Jo
Jul 18, 2023
[angryface](https://github.com/seonglae/angryface)
e9fa7917b83842a3a074b3e23796ac26
ChatPDF
Document AIs
May 11, 2023
Alan Jo
Alan Jo
May 11, 2023
7983169eef3b41849d41a180d7ddac1a
Danwer
Document AIs
Jul 18, 2023
Alan Jo
Alan Jo
Jul 18, 2023
> [Introduction - Danswer Documentation](https://docs.danswer.dev/introduction)
6831a192fc8c4437b3192c72901c0647
Humata
Document AIs
Jun 27, 2023
Alan Jo
Alan Jo
Jul 1, 2023
> [Humata - GPT for your files](https://www.humata.ai/)
0ce47d5cf1674ff0a7839d225ab4c4d5
NotebookLM
Document AIs
Jul 13, 2023
Alan Jo
Alan Jo
Jul 13, 2023
US only > [Google's latest experiments in Labs](https://labs.withgoogle.com/)
d9749714c9ad4ac9bd688ebb2d38542a
privateGPT
Document AIs
May 11, 2023
Alan Jo
Alan Jo
May 11, 2023
[privateGPT](https://github.com/imartinez/privateGPT)
59b4fa4fdc1e4b589ac836b469bd1c25
Quivr
Document AIs
Jul 18, 2023
Alan Jo
Alan Jo
Jul 18, 2023
[quivr](https://github.com/StanGirard/quivr) > [Quivr - Get a Second Brain with Generative AI](https://www.quivr.app/)
7cfcd4b80b194684ae73be03e0a5a382
Gorilla LLM
LLM APIs
Jun 29, 2023
Alan Jo
Alan Jo
Jun 29, 2023
[gorilla](https://github.com/ShishirPatil/gorilla)
### Gorilla LLM USages |Title| |:-:| > [Gorilla](https://gorilla.cs.berkeley.edu/) > [Gorilla: Large Language Model Connected with Massive APIs](https://arxiv.org/abs/2305.15334)
d4d2b5f5b98c4e39b88ce45d3b659c57
LLM Context Extending
LLM Context Notion
Jul 9, 2023
Alan Jo
Alan Jo
Jul 28, 2023
### LLM Context Extending Notion |Title| |:-:| |[RoPE](https://texonom.com/rope-aa8472211ec9463092cccafc42f1607c)| |[LONGNET](https://texonom.com/longnet-50ba4fc91010438bace397acd5693f3a)| |[Dynamic NTK](https://texonom.com/dynamic-ntk-662e5354f1f74e5b8d2ee3f9f274ef84)| > [Paper page - Extending Context Window of Large Language Models via Positional Interpolation](https://huggingface.co/papers/2306.15595)
5a0eed1f1aa34bf1852ac86d51a7c77f
Dynamic NTK
LLM Context Extending Notion
Aug 5, 2023
Alan Jo
Alan Jo
Aug 5, 2023
[(Experimental) Add support to NTK RoPE scaling](https://github.com/turboderp/exllama/pull/118) > [Dynamically Scaled RoPE further increases performance of long context LLaMA with zero fine-tuning](https://www.reddit.com/r/LocalLLaMA/comments/14mrgpr/dynamically_scaled_rope_further_increases/)
662e5354f1f74e5b8d2ee3f9f274ef84
LONGNET
LLM Context Extending Notion
Jul 13, 2023
Alan Jo
Alan Jo
Jul 16, 2023
1B sequence length ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fd27a24d7-be6f-48ce-a27e-bc5a5a168c1c%2FUntitled.png?table=block&id=7c4d0da8-b2bd-4baf-ad2d-21edbd1014a0&cache=v2) [Dilated Attention](https://texonom.com/dilated-attention-d9000e3460f547bca3f15ac9b8d7e36c) ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fdf83ede8-c08e-498f-b494-c2adc9226fbd%2FUntitled.png?table=block&id=5b951e2a-d9ba-47d3-9e65-95358c82c58c&cache=v2) > [Microsoftโ€™s LongNet Scales Transformer to One Billion Tokens](https://medium.com/syncedreview/microsofts-longnet-scales-transformer-to-one-billion-tokens-af02ff657d87) > [Untitled](https://arxiv.org/pdf/2307.02486.pdf)
50ba4fc91010438bace397acd5693f3a
RoPE
LLM Context Extending Notion
Jul 9, 2023
Alan Jo
Alan Jo
Jul 16, 2023
[Interpolation](https://texonom.com/interpolation-bce3644c1d424ebda3d300da73972609)
### ROTARY POSITION EMBEDDING [llama : add custom RoPE (#2054)](https://github.com/ggerganov/llama.cpp/commit/6e7cca404748dd4b1a3affd0d1296e37f4ac0a6f) > [Untitled](https://arxiv.org/pdf/2306.15595.pdf) > [NTK-Aware Scaled RoPE allows LLaMA models to have extended (8k+) context size without any fine-tuning and minimal perplexity degradation.](https://www.reddit.com/r/LocalLLaMA/comments/14lz7j5/ntkaware_scaled_rope_allows_llama_models_to_have/)
aa8472211ec9463092cccafc42f1607c
AutoCompressors
LLM Context Usages
Jul 9, 2023
Alan Jo
Alan Jo
Jul 28, 2023
[AutoCompressors](https://github.com/princeton-nlp/AutoCompressors)
> [Adapting Language Models to Compress Contexts](https://arxiv.org/abs/2305.14788)
6accb222b49d45b88e5a2de620a546dc
Semantic Kernel
LLM App Tools
Mar 21, 2023
Alan Jo
Alan Jo
Apr 5, 2023
[semantic-kernel](https://github.com/microsoft/semantic-kernel)
733ab758806a40bb96245d70701ee5e4
[FlexGen](https://github.com/FMInference/FlexGen)
LLM Development Tools
May 22, 2023
Alan Jo
Alan Jo
May 22, 2023
84a95b8224e849c99b974f90a9c73007
BigScience Workshop
LLM Development Tools
May 26, 2021
Alan Jo
Alan Jo
Jul 20, 2023
[petals](https://github.com/bigscience-workshop/petals) [Cloud Computing GPU](https://texonom.com/cloud-computing-gpu-900a2635af4b405bbc01746551ecddc9)
### GPU Sharing [P2P](https://texonom.com/p2p-404e19bb6c8e43c68540792b5fa4a9d0) > [JavaScript is not available.](https://twitter.com/BigScienceW)
a287b5df1efa45d5856c345335021a7d
LMFlow
LLM Development Tools
Apr 5, 2023
Alan Jo
Alan Jo
Apr 5, 2023
[LMFlow](https://github.com/OptimalScale/LMFlow)
Toolkit for Finetuning and Inference
4615107b90cf497faab7c2daced7e112
Toolformer
LLM Development Tools
May 26, 2021
Alan Jo
Alan Jo
May 22, 2023
[toolformer-pytorch](https://github.com/lucidrains/toolformer-pytorch) > [Untitled](https://www.gizmochina.com/2023/02/17/toolformer-language-model-by-meta/) > [Meta develops an AI language bot that can use external software tools](https://arstechnica.com/information-technology/2023/02/meta-develops-an-ai-language-bot-that-can-use-external-software-tools)
a31c209d5bbe4dc9bc7c48aa3c831b75
Language Model Evaluation
LLM Performance
null
null
null
null
null
[lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) evaluate > [Considerations for model evaluation](https://huggingface.co/docs/evaluate/considerations)
12c7993f85964bb29623228c8306be91
AI2 Reasoning Challenge
LLM Metrics
Jun 2, 2023
Alan Jo
Alan Jo
Jun 2, 2023
c0b9c64af4df40e0bb8f238cddf75c31
AlpacaEval
LLM Metrics
Jul 2, 2023
Alan Jo
Alan Jo
Jul 2, 2023
### Quite Accurate [alpaca_eval](https://github.com/tatsu-lab/alpaca_eval) > [Alpaca Eval Leaderboard](https://tatsu-lab.github.io/alpaca_eval/)
e5cd2732b20740799ed6a3dca99a7b4e
HellaSwag
LLM Metrics
Jun 2, 2023
Alan Jo
Alan Jo
Jun 2, 2023
0c69d21ac3b844b3b4152dbbe5c91392
MMLU
LLM Metrics
Jun 2, 2023
Alan Jo
Alan Jo
Jun 2, 2023
d2a91b61ee71491d9e6e284a5bdcc709
TruthfulQA
LLM Metrics
Jun 2, 2023
Alan Jo
Alan Jo
Jun 2, 2023
5f3d96db45574e7cb9679390baaa9617
****Language Is Not All You Need****
MLLM Notion
Apr 9, 2023
Alan Jo
Alan Jo
Apr 9, 2023
[KOSMOS-1](https://texonom.com/kosmos-1-eef4f69c8dfb4fab8cc3ee3019ad2e6f)
[Cross-Attention](https://texonom.com/cross-attention-6365d422d2bf4be78dac038df3a19aae) ์ด๋ฏธ์ง€์™€ ํ…์ŠคํŠธ๋ฅผ ๋™์‹œ์— ์ฒ˜๋ฆฌํ•  ์ˆ˜ ์žˆ๋Š” Cross-modal Embedding ๋ฐฉ๋ฒ•์„ ์‚ฌ์šฉ > [Untitled](https://arxiv.org/pdf/2302.14045.pdf) > [Language Is Not All You Need: Aligning Perception with Language Models](https://arxiv.org/abs/2302.14045)
0a6f8ec4af2f44bfacf6d4da5dd5da02
Flamingo MLLM
MLLMs
Apr 9, 2023
Alan Jo
Alan Jo
Apr 9, 2023
[Deepmind](https://texonom.com/deepmind-5eb171c77b344d4786a9a5b23ae70eca) [open_flamingo](https://github.com/mlfoundations/open_flamingo)
[Cross Validation](https://texonom.com/cross-validation-184e7cfc80d6410188922d27ef4ef52c) ๊ณผ self-attention layer๋ฅผ ๋ฒˆ๊ฐˆ์•„ ๊ฐ€๋ฉฐ ์ ์šฉํ•ด์„œ ์ ์€ ์–‘์˜ ํ•™์Šต ๋ฐ์ดํ„ฐ๋กœ๋ถ€ํ„ฐ๋„ ํšจ๊ณผ์ ์œผ๋กœ ์ •๋ณด๋ฅผ ์ถ”์ถœ [Meta Learning](https://texonom.com/meta-learning-96b4df900e3d42c8b5c088f1eda778d6) ๊ตฌ์กฐ๋„ ๊ทธ๋ž˜์„œ ๋„ฃ์€๊ฑฐ ๊ทธ๋ž˜์„œ [Fewย shot learning](https://texonom.com/fewshot-learning-f2a97adcbc774f4abd677a6db974329d) ์— ์ข‹์€๊ฒƒ > [Untitled](https://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/tackling-multiple-tasks-with-a-single-visual-language-model/flamingo.pdf) > [Tackling multiple tasks with a single visual language model](https://www.deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model?fbclid=IwAR0ToGRwuXzzPAKfKSbtAZ26OIDPHfoAGCoSzenyWXUfuHb_iLMjxa1Iw10)
fb225f5068b7439f8d7bf69c08657c0d
POLYLM
Multilingual LLMs
Jul 29, 2023
Alan Jo
Alan Jo
Jul 29, 2023
> [Untitled](https://arxiv.org/pdf/2307.06018.pdf)
99114b0e59344bc8afa9a8c41012c52c
AI Companion
Prompt Engineering Notion
Jul 12, 2023
Alan Jo
Alan Jo
Jul 12, 2023
[Poe](https://texonom.com/poe-9937abf07eb140808a1d534d5db6964c)
### AI Companion Tools |Title| |:-:| |[](https://texonom.com/df47d567989d475bb02288ead60ec8f2)|
7aca10bc6f8140098379960c069bcfd2
Few Shot Prompting
Prompt Engineering Notion
Apr 12, 2023
Alan Jo
Alan Jo
May 26, 2023
[Fewย shot learning](https://texonom.com/fewshot-learning-f2a97adcbc774f4abd677a6db974329d)
LLM์ด ์–ด๋–ป๊ฒŒ ์‘๋‹ตํ•ด์•ผ ํ•˜๋Š”์ง€์— ๋Œ€ํ•œ ๋ช‡ ๊ฐ€์ง€ ์˜ˆ๋ฅผ ์ œ๊ณต > [Maximizing the Potential of LLMs: A Guide to Prompt Engineering](https://www.ruxu.dev/articles/ai/maximizing-the-potential-of-llms)
c4ce984814984f2d81fbaff7ef54c401
Mega Prompt
Prompt Engineering Notion
Jul 10, 2023
Alan Jo
Alan Jo
Jul 10, 2023
> [Mega-Prompts: Turning Expertise into Code](https://messyproblems.substack.com/p/mega-prompts-turning-expertise-into)
9141d2818d34409f8d4fb1ac44a6e206