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WizardCoder
AI Coders
Jun 20, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[Wizard Vicuna](https://texonom.com/wizard-vicuna-c555316c38a24097ab53b72a9067dacc)
3da057829b834bbe8d0847fe91a32047
[copilot-in-the-terminal](https://github.com/maxwell-bland/copilot-in-the-terminal)
Github Usages
Jun 23, 2022
Alan Jo
Alan Jo
Jul 6, 2023
c0a18a70ef0d4274bfe4bb39e447d8a7
****FauxPilot****
Github Usages
Jun 23, 2022
Alan Jo
Alan Jo
Jul 6, 2023
[fauxpilot](https://github.com/moyix/fauxpilot)
c6376ebef88b4902b81d3c1b03e0e42b
Github Copilot Chat
Github Usages
Jul 28, 2023
Alan Jo
Alan Jo
Jul 28, 2023
> [GitHub Copilot Chat beta now available for every organization - The GitHub Blog](https://github.blog/2023-07-20-github-copilot-chat-beta-now-available-for-every-organization/)
5ea8cc826a214ea5b4b36daeef9c474e
Github Copilot X
Github Usages
Jun 23, 2022
Alan Jo
Alan Jo
Jul 6, 2023
1fbb14b647494e239edf33ae35cb781f
Monte Carlo Tree Search
Monte Carlo Method
null
null
null
null
null
[Monte Carlo Method](https://texonom.com/monte-carlo-method-9e3e9708b973488eb0f6f3e5c66c852e) [Alpha Go](https://texonom.com/alpha-go-ad312555a0f1409e9d84cdcd1abe63a9) ์—์„œ ์‚ฌ์šฉ ### Open Source [mctx](https://github.com/deepmind/mctx)
5d1b1e2b77d9456f888e049be398c0c5
AI Chess
AI Games
Nov 5, 2019
Alan Jo
Seong-lae Cho
Jul 4, 2022
[Chess](https://texonom.com/chess-54e64edfb6ae4c48a88f199f9ae163d2)
[Alpha zero](https://texonom.com/alpha-zero-be1f223295d74c7c81e09ffed13a52f5) ## Stockfish - One of the strongest chess engines in the world (without deep learning) - Used complex heuristics and prunings - Utilize all known human chess strategies > # Micro chess > > [MChess by pytorch](https://texonom.com/mchess-by-pytorch-b2f5c51427bb49299ae455c347de19b7) > > โ€“ Each player has one of chess piece excepting for Queen > ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fdd28888c-cee2-4556-88f7-1ad00bcc5467%2FUntitled.png?table=block&id=7cf2d441-375f-4591-ab91-64d8c851d63d&cache=v2) > โ€“ The movement of knight is changed and all other pieces have same movements with the original chess (Due to neutralize Stockfish) > โ€“ Castling is available > โ€“ Pawn can move 2 step for the first time > โ€“ Tie rule exist > โ€“ Pawn promotion is possible > โ€“ Max turn: 30 > โ€“ Winning condition: check-mate the opponent King > โ€“ If no check-mate until max turn, then calculate the score of remaining pieces > > ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fb214694b-5692-4654-8ef1-4361c0b3dfc4%2FUntitled.png?table=block&id=3d74746f-25bd-4623-b038-72cb057c69c1&cache=v2) > Tie rule: checkmate unavailable due to lack of pieces, No movement of any pawn or no capture of any piece for 50 turns, repeating same movement for 5 times > ![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fb63b896d-e252-45d3-a1b9-f71cf39d8297%2FUntitled.png?table=block&id=843d3edf-587d-4813-ba92-f9d872b77a55&cache=v2)
ab986bfce29c48d9b54f19a7c848d250
AI Go
AI Games
Jun 13, 2021
Alan Jo
Alan Jo
Feb 21, 2023
### Adversial Attack > [Man beats machine at Go in human victory over AI](https://arstechnica.com/information-technology/2023/02/man-beats-machine-at-go-in-human-victory-over-ai) > [New Go-playing trick defeats world-class Go AI-but loses to human amateurs](https://arstechnica.com/information-technology/2022/11/new-go-playing-trick-defeats-world-class-go-ai-but-loses-to-human-amateurs/)
cbbe92b307434aabb3817fc9f5e02827
MineRL
AI Games
Jun 27, 2022
Alan Jo
Alan Jo
Jun 27, 2022
[Minecraft](https://texonom.com/minecraft-e017165733e8411dbaa7bc3ca6ab4161)
> [OpenAI's latest AI builds a Diamond Axe in Minecraft - why it matters](https://mixed-news.com/en/openai-ai-builds-diamond-pickaxe-in-minecraft-why-it-matters)
0edfbd70d62b4bca9c726e1dee047634
Alpha zero
AI Chess
null
null
null
null
null
> [Reimagining Chess with AlphaZero](https://cacm.acm.org/magazines/2022/2/258230-reimagining-chess-with-alphazero/fulltext)
be1f223295d74c7c81e09ffed13a52f5
MChess by pytorch
AI Chess
null
null
null
null
null
# run_game.py board value
b2f5c51427bb49299ae455c347de19b7
AI Chip Design
AI Invents
Jun 14, 2021
Alan Jo
Alan Jo
Feb 24, 2022
[ALU](https://texonom.com/alu-9db54e5e725e42f2afce50277b912e82)
> [Q&A: Here's How AI Will Change Chip Design](https://spectrum.ieee.org/ai-chip-design-matlab) > [A graph placement methodology for fast chip design](https://www.nature.com/articles/s41586-021-03544-w.epdf?sharing_token=7Cz6mcX5GzRSAgq5xQnOjdRgN0jAjWel9jnR3ZoTv0PW0K0NmVrRsFPaMa9Y5We97spjdO-aPpvZYXPHhKbfpfPljZaIm3b-kyQ3gKElVBjZIxn_5lBKsnqIIUn2YkCI3IFe5puGE49yIrhVbJrW9eUbKmMo7FS9KDgM4hs9TFHDVDitjKVuxCsQAfIhtA_MzSEnjVQ80qKUD2LxH9DNNzxihJ2e2_5AzKMg6cnzAWA%3D&tracking_referrer=www.theverge.com)
cd1ec22efe234e6aa57144c2641ffb74
AI DNA
AI Invents
Dec 16, 2020
Alan Jo
Alan Jo
Mar 3, 2022
[Alpha Fold](https://texonom.com/alpha-fold-2927d5595d1b471b864ad49f464e0513)
### AI [Protein](https://texonom.com/protein-783aaf7f6d23476982e04be296aa7e4a) > [AI-designed protein awakens silenced genes, one by one](https://phys.org/news/2022-03-ai-designed-protein-awakens-silenced-genes.html) > [๋”ฅ๋งˆ์ธ๋“œ ์•ŒํŒŒํด๋“œ2 ์‡ผํฌ ์ดํ›„ ํ•™๊ณ„ ๋น„ํŒ ์‡„๋„... "๊ณผ์ž‰ ๋ณด๋„๋‹ค"](http://www.aitimes.com/news/articleView.html?idxno=134586)
0248b79f27644fbe8d772b15180bfeef
AI Inventor
AI Invents
Aug 18, 2021
Alan Jo
Alan Jo
Sep 6, 2022
[DABUS](https://texonom.com/dabus-1b4b50dfd5a74371bf0896b410015e81) > [AI is my Co-Author...](https://storiesby.ai/p/ai-is-my-co-writer)
68eee9e8fd3e4ac7a6bcb32c3fe1c57a
AI Math
AI Invents
Aug 18, 2021
Alan Jo
Alan Jo
Jul 19, 2023
[Symbolic Regression](https://texonom.com/symbolic-regression-3cf8077c78ac49aba35372fdcd029e79) [LeanDojo](https://texonom.com/leandojo-999e111b1e944fcab7989ce7ebb6c397) [PRM800K](https://texonom.com/prm800k-ec20f44f9eaa445f9d04f6d30ffe8d9f) [Minerva](https://texonom.com/minerva-7d618af4dbf84339b4847975b744237d)
96df1de989704237886b3bfd8ae646ff
DABUS
AI Inventor
null
null
null
null
null
first official ai inventor ํ˜ธ์ฃผ ์—ฐ๋ฐฉ๋ฒ•์› > [Artificial Inventors - The Artificial Inventor Project](https://artificialinventor.com/dabus/)
1b4b50dfd5a74371bf0896b410015e81
LeanDojo
AI Math
null
null
null
null
null
[LeanDojo](https://github.com/lean-dojo/LeanDojo) > [LeanDojo: Theorem Proving with Retrieval-Augmented Language Models](https://leandojo.org/)
999e111b1e944fcab7989ce7ebb6c397
Minerva
AI Math
null
null
null
null
null
7d618af4dbf84339b4847975b744237d
PRM800K
AI Math
null
null
null
null
null
### Open ai Letโ€™s Verify Step by Step **Improving mathematical reasoning with process supervision** [RLHF](https://texonom.com/rlhf-4b184f9c9e8b4c7a8861fb6374e91aa6) > [Improving mathematical reasoning with process supervision](https://openai.com/research/improving-mathematical-reasoning-with-process-supervision)
ec20f44f9eaa445f9d04f6d30ffe8d9f
Symbolic Regression
AI Math
null
null
null
null
null
### ์ˆ˜์—ด์— ๋Œ€ํ•œ ์ˆ˜์‹์„ ์ฐพ์•„๋‚ด๋Š” ์ผ [Sequence Theory](https://texonom.com/sequence-theory-708a6d7cc6e142f4b77c20c4f5179840) [Navier-Stokes equation](https://texonom.com/navier-stokes-equation-e78ecd0f6c114c57b873537447779ac3) [Regression](https://texonom.com/regression-d43885ba8cd044f4942cb591bdf1a612) > [[PDF] An Approach to Symbolic Regression Using Feyn | Semantic Scholar](https://www.semanticscholar.org/paper/An-Approach-to-Symbolic-Regression-Using-Feyn-Brolos-Machado/447e9035c43ca947178174d10df21483137d396d)
3cf8077c78ac49aba35372fdcd029e79
**Hierarchical task network**
AI Planning Notion
Apr 3, 2022
Alan Jo
Alan Jo
Apr 3, 2022
[Dynamic Programming](https://texonom.com/dynamic-programming-810a9aa590434f02b9fe4d869fb9c371)
### HNT ์ž‘์—… ๊ฐ„์˜ ์ข…์†์„ฑ์„ ๊ณ„์ธต์ ์œผ๋กœ ๊ตฌ์กฐํ™”๋œ ๋„คํŠธ์›Œํฌ์˜ ํ˜•ํƒœ๋กœ ์ œ๊ณต > [Hierarchical task network - Wikipedia](https://en.wikipedia.org/wiki/Hierarchical_task_network)
8919507c00324a68813c5af9c6134197
Extract Information invoice documents
Extract Information Target
Mar 28, 2021
Alan Jo
Alan Jo
Mar 28, 2021
null
### Extract Information invoice documents Nueral Network |Title| |:-:| |[InvoiceNet](https://texonom.com/invoicenet-ab3ce1d060744cbe87f3bb1ea179ee67)|
a7e75461aa5c4c4696c660e52a2fb2db
InvoiceNet
Extract Information invoice documents Nueral Network
Mar 28, 2021
Alan Jo
Alan Jo
Mar 28, 2021
null
> [naiveHobo/InvoiceNet](https://github.com/naiveHobo/InvoiceNet)
ab3ce1d060744cbe87f3bb1ea179ee67
Gato
Multimodal AI Usages
Jul 15, 2023
Alan Jo
Alan Jo
Jul 15, 2023
### ****A Generalist Agent**** > [A Generalist Agent](https://www.deepmind.com/blog/a-generalist-agent)
c620dbf7164a4fcd9ec03cabcd4444cd
Gemini Google
Multimodal AI Usages
May 10, 2023
Alan Jo
Alan Jo
Jun 15, 2023
> [Gemini: Google's Latest AI Challenging GPT-4](https://www.youtube.com/watch?v=gwEuvrI4fx4)
2f38dbcd04f94e70a99548876aa9550f
ImageBind
Multimodal AI Usages
May 10, 2023
Alan Jo
Alan Jo
May 10, 2023
[ImageBind](https://github.com/facebookresearch/ImageBind) [IMU](https://texonom.com/imu-b40895cc42ef46d9b5d8039e7acfd067) [Depth Data](https://texonom.com/depth-data-3f1b6800acae4165ae80373d627d851c)
### ImageBind Usages |Title| |:-:| ![](https://www.notion.so/image/https%3A%2F%2Fuser-images.githubusercontent.com%2F8495451%2F236859695-ffa13364-3e39-4d99-a8da-fbfab17f9a6b.gif?table=block&id=ba1d4c27-27f3-4620-813e-b48de38af001&cache=v2) > [ImageBind: Holistic AI learning across six modalities](https://ai.facebook.com/blog/imagebind-six-modalities-binding-ai/) > [ImageBind by Meta AI](https://imagebind.metademolab.com/) > [Meta's open-source ImageBind AI aims to mimic human perception | Engadget](https://www.engadget.com/metas-open-source-imagebind-ai-aims-to-mimic-human-perception-181500560.html)
e15b50fde2f149d3b5531ccf3ac7b718
Vide LLaMa
Multimodal AI Usages
Jun 15, 2023
Alan Jo
Alan Jo
Jun 15, 2023
[Video-LLaMA](https://github.com/DAMO-NLP-SG/Video-LLaMA) > [Video LLaMA - a Hugging Face Space by DAMO-NLP-SG](https://huggingface.co/spaces/DAMO-NLP-SG/Video-LLaMA)
c60f632be89c4e29a7fce4ecdbc5c59e
AMR
NLP Notion
Jun 6, 2023
Alan Jo
Alan Jo
Jun 6, 2023
[AST](https://texonom.com/ast-6da505f4909a41809a74637101a4733c)
### Abstract Meaning Representation ์ „์ฒด ๋ฌธ์žฅ์œผ๋กœ ๊ตฌ์„ฑ๋œ ๋ฃจํŠธ, ๋ ˆ์ด๋ธ”, ๋ฐฉํ–ฅ์„ฑ, ๋น„์ˆœํ™˜ ๊ทธ๋ž˜ํ”„ ์˜๋ฏธ๊ฐ€ ์œ ์‚ฌํ•œ ๋ฌธ์žฅ์€ ๋‹จ์–ด๊ฐ€ ๋™์ผํ•˜์ง€ ์•Š๋”๋ผ๋„ ๋™์ผํ•œ AMR์„ ํ• ๋‹นํ•ด์•ผ ํ•œ๋‹ค ### AMR Tools |Title| |:-:| |[AMR Parser](https://texonom.com/amr-parser-c773435d77864caba5ed303ecfb91161)|
b5578921e5b045228e7829e8190080c5
Factual Inconsistency
NLP Notion
Mar 4, 2023
Alan Jo
Alan Jo
Mar 6, 2023
๊ฐ™์€ ๊ฑฐ๋ฅผ ๋ฌผ์–ด๋ด๋„ ์‚ฌ์‹ค์ด ๋งค๋ฒˆ ๋ฐ”๋€œ [Extractive Summarization](https://texonom.com/extractive-summarization-3a4cf7407c114d89a9b330d7c16eda9e) ๋ฉด ๊ฑฐ์˜ ์•ˆ์ƒ๊ธฐ๋Š”๋ฐ [Abstractive Summarization](https://texonom.com/abstractive-summarization-499de8f986314d6bba102d08bb90be0e) ๋ฉด ๋งŽ์ด ์ƒ๊ธธ์ˆ˜๋„
2506a0346c544cd8b9bd5e5e4acfdee8
Information Extraction
NLP Notion
Mar 5, 2023
Alan Jo
Alan Jo
Jun 20, 2023
### Information Extraction Tools |Title| |:-:| |[AllenAI OpenIE](https://texonom.com/allenai-openie-0aa33b9a7646435f9ee4fb0c0c1f73ec)| |[Stanford OpenIE](https://texonom.com/stanford-openie-91d65013748045838a8ca85055780228)| ### Information Extraction Notion |Title| |:-:| |[NER](https://texonom.com/ner-67dab0e286d642659d6c1f08e04ca8b8)| |[Latent Dirichlet Allocation](https://texonom.com/latent-dirichlet-allocation-4b1b2c9bf02c4b25a57b08c9d682a133)|
5f202d57685c4a429d617ef37179fec3
Language Model
NLP Notion
May 26, 2021
Alan Jo
Alan Jo
May 29, 2023
[prize](https://github.com/inverse-scaling/prize) [Transformer Model](https://texonom.com/transformer-model-f3e8053cc5b447a2bc9c6b5d0874dafc)
### Language Usages |Title| |:-:| |[LLM](https://texonom.com/llm-b9157a9d105d450ba86f2570619551b4)| |[AI Hallucination](https://texonom.com/ai-hallucination-bd24d3510f0748ec9a6347311e1357bc)| |[Perplexity](https://texonom.com/perplexity-2db74a7c527e4796931aa9e5a4fedaeb)| |[Inter-AI Communication](https://texonom.com/inter-ai-communication-ce6f0e6ea4654be3b3bddf80189231d8)| |[AI Detector](https://texonom.com/ai-detector-fe2dba46160f4d9b9df0958de9dc1ffa)| |[Statistical Language Model](https://texonom.com/statistical-language-model-920a63d849bd4073a0ab5d841ccb2b32)| |[NNLM](https://texonom.com/nnlm-862dfdb4f5964e738c86bc10ef788ec7)| |[Text Generation](https://texonom.com/text-generation-cb0e475216c043fdbb4f309d324c9d19)| ### Models 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) > [03. ์–ธ์–ด ๋ชจ๋ธ(Language Model)](https://wikidocs.net/21695)
577d47779c5f4da98e3fb0df753b9e81
NLP History
NLP Notion
Oct 12, 2021
Alan Jo
Alan Jo
Mar 6, 2023
![](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2F5d956f5b-3218-453b-82de-acda3851afc4%2FUntitled.png?table=block&id=c02276ca-1ebc-4fae-ab95-4d32fb290925&cache=v2) > [Google 'LaMDA' is the next breakthough in AI understanding - 9to5Google](https://9to5google.com/2021/05/18/google-lamda-natural-language/?utm_source=tldrnewsletter) > [Microsoft and Nvidia team up to train one of the world's largest language models](https://venturebeat.com/2021/10/11/microsoft-and-nvidia-team-up-to-train-one-of-the-worlds-largest-language-models/?utm_source=tldrnewsletter)
d2869d4b281e4bf4b6c359784885307f
STS
NLP Notion
Mar 10, 2023
Alan Jo
Alan Jo
Apr 30, 2023
[Text embedding](https://texonom.com/text-embedding-f592251a59af4e5b8a7a70c255546ef7) [Vector Similarity](https://texonom.com/vector-similarity-846675a408e74235acc836302110ab07)
## Semantic Textual Similarity ### Semantic Similarities |Title| |:-:| ### Interpretable Semantic Textual Similarity > [Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning](https://aclanthology.org/2022.acl-long.412/)
f04e643343d74118a2c6822a54f0caf4
Text Analysis
NLP Notion
May 8, 2023
Alan Jo
Alan Jo
Jun 20, 2023
[Text Preprocessing](https://texonom.com/text-preprocessing-6d38abe33c1b4039813bf186daa38a2c)
1. Morphological Analysis 2. Syntax Analysis 3. Semantic Analysis 4. Pragmatic Analysis > [[NLP] ์ž์—ฐ์–ด ๋ถ„์„์˜ 4๋‹จ๊ณ„ ๋ฐ ๊ธฐ๊ณ„ํ•™์Šต์—์˜ ์ ์šฉ ๋ฐฉ์‹](https://marketingscribbler.tistory.com/4#4._ํ™”์šฉ_๋ถ„์„_(Pragmatic_Analysis))
bf74204abecf46119d5f2db64d55d5de
Text **embedding**
NLP Notion
Apr 3, 2022
Alan Jo
Alan Jo
Jul 30, 2023
[Text Tokenizer](https://texonom.com/text-tokenizer-2bbc41eaa76c4674a4f4b9127fbe5da1) [Latent Space](https://texonom.com/latent-space-d67b6bdef18b4058bfbc3d25f87ec087) [Text Encoding](https://texonom.com/text-encoding-ab7377cfc5c648059de4860510ad9134) [Recommend System](https://texonom.com/recommend-system-e94b364527554e65bfd9d3dc63fb1af7)
### Word string โ†’ Tokenizer โ†’ Token โ†’ Embedding layer โ†’ Dense vector ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•ด ๋‹จ์–ด๋ฅผ ํ‘œํ˜„ํ•˜๋Š” ๋ฐ ์‚ฌ์šฉ๋˜๋Š” ์šฉ์–ด ๋ฒกํ„ฐ ๊ณต๊ฐ„์—์„œ ๋” ๊ฐ€๊นŒ์šด ๋‹จ์–ด๊ฐ€ ์˜ˆ์ƒ๋˜๋„๋ก ๋‹จ์–ด์˜ ์˜๋ฏธ๋ฅผ ์ธ์ฝ”๋”ฉํ•˜๋Š” ์‹ค์ˆ˜ ๋ฒกํ„ฐ์˜ ํ˜•ํƒœ ์›-ํ•ซ ๋ฒกํ„ฐ๋Š” ๋‹จ์–ด ๋ฒกํ„ฐ ๊ฐ„ ์œ ์˜๋ฏธํ•œ ์œ ์‚ฌ๋„๋ฅผ ๊ณ„์‚ฐํ•  ์ˆ˜ ์—†๋‹ค๋Š” ๋‹จ์  ### Text **embedding Notion** |Title| |:-:| |[Positional Encoding](https://texonom.com/positional-encoding-19f7bc463c34450987b69ee4b610a08b)| |[Token Embeddings](https://texonom.com/token-embeddings-deca26ce26df47f190b4fdabfa8ac973)| |[Measures of Contextuality](https://texonom.com/measures-of-contextuality-b3a0443e9489424f82ce4bc19dd1014c)| ### Static **embedding Methods** |Title| |:-:| |[Glove Embedding](https://texonom.com/glove-embedding-7356854e1b0e4aff8142c2fadd24070c)| |[Bag of words](https://texonom.com/bag-of-words-83c7dd03d30d4ed99c8130ba319fe484)| |[TF-IDF](https://texonom.com/tf-idf-e564d1cb86074a7fa2f46c38cab552b2)| |[Word2Vec](https://texonom.com/word2vec-b3b6fa1a01324dd2b10109bdeb192711)| ### Contextual **embedding Methods** |Title| |:-:| |[Sentence Transformer](https://texonom.com/sentence-transformer-5b7338c829c748d49960e592ef4ba8db)| |[ELMo](https://texonom.com/elmo-6e0418bc10274d29b2cb7a1aae8993a4)| > [Contextual Embedding - How Contextual are Contextualized Word Representations?](https://velog.io/@stapers/Contextual-Embedding-How-Contextual-are-Contextualized-Word-Representations) > [Embedding vs Encoding](https://beausty23.tistory.com/223) > [[๋”ฅ๋Ÿฌ๋‹] ์–ธ์–ด๋ชจ๋ธ, RNN, GRU, LSTM, Attention, Transformer, GPT, BERT ๊ฐœ๋… ์ •๋ฆฌ](https://velog.io/@rsj9987/๋”ฅ๋Ÿฌ๋‹-์šฉ์–ด์ •๋ฆฌ)
f592251a59af4e5b8a7a70c255546ef7
Text Encoding
NLP Notion
Mar 26, 2023
Alan Jo
Alan Jo
Jul 6, 2023
[Text embedding](https://texonom.com/text-embedding-f592251a59af4e5b8a7a70c255546ef7)
### usually for sentence ๋‹จ์–ด์˜ ์˜๋ฏธ๋ฅผ ๋ณด์กดํ•˜์ง€ ์•Š๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•˜๊ฑฐ๋‚˜ Embedding ๋œ ๋‹จ์–ด ๋ฒกํ„ฐ๋“ค์„ ์กฐํ•ฉํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธ [One Hot encoding](https://texonom.com/one-hot-encoding-10bd34f1bd34477ab4d6c946c750cf43) > [Embedding vs Encoding](https://beausty23.tistory.com/223)
ab7377cfc5c648059de4860510ad9134
Text Tokenizer
NLP Notion
Mar 26, 2023
Alan Jo
Alan Jo
Jul 30, 2023
[Text embedding](https://texonom.com/text-embedding-f592251a59af4e5b8a7a70c255546ef7)
### Text Tokenizer Notion |Title| |:-:| |[Subword Tokenizer](https://texonom.com/subword-tokenizer-9366550159e74e338b914fb2647186fa)| |[Special Token](https://texonom.com/special-token-cc4caa9ee9d84a1aadf59a545b5d4e1c)| ### Text Tokenizers |Title| |:-:| |[](https://texonom.com/a2a9fb1c6c69477f8c12b6a086e24ded)| |[tiktoken](https://texonom.com/tiktoken-df0cc79b510742018c269875a4918468)| |[SubwordTextEncoder](https://texonom.com/subwordtextencoder-2eea9bbc74a94d6cb627b45957b64252)| |[Huggingface Tokenizer](https://texonom.com/huggingface-tokenizer-15d35355cc9946b1ac0a0e74c1fa1474)| > [Understanding GPT tokenizers](https://simonwillison.net/2023/Jun/8/gpt-tokenizers/)
2bbc41eaa76c4674a4f4b9127fbe5da1
AMR Parser
AMR Tools
Jun 6, 2023
Alan Jo
Alan Jo
Jun 6, 2023
### AMR Parsers |Title| |:-:| |[Transition AMR Parser](https://texonom.com/transition-amr-parser-31152bb2e7bd4428896ada216d04a1cb)|
c773435d77864caba5ed303ecfb91161
Transition AMR Parser
AMR Parsers
Jun 6, 2023
Alan Jo
Alan Jo
Jun 6, 2023
[transition-amr-parser](https://github.com/IBM/transition-amr-parser)
31152bb2e7bd4428896ada216d04a1cb
Latent Dirichlet Allocation
Information Extraction Notion
Jul 13, 2021
Alan Jo
Alan Jo
Jun 20, 2023
### ์ž ์žฌ ๋””๋ฆฌํด๋ ˆ ํ• ๋‹น ์ฃผ์–ด์ง„ ๋ฌธ์„œ์— ๋Œ€ํ•˜์—ฌ ๊ฐ ๋ฌธ์„œ์— ์–ด๋–ค ์ฃผ์ œ๋“ค์ด ์กด์žฌํ•˜๋Š”์ง€๋ฅผ ์„œ์ˆ ํ•˜๋Š” ๋Œ€ํ•œ ํ™•๋ฅ ์  ํ† ํ”ฝ ๋ชจ๋ธ ๊ธฐ๋ฒ• ์ค‘ ํ•˜๋‚˜
4b1b2c9bf02c4b25a57b08c9d682a133
NER
Information Extraction Notion
May 8, 2023
Alan Jo
Alan Jo
Jul 4, 2023
### Named Entity Recognition ๋น„์ •ํ˜• ํ…์ŠคํŠธ์˜ ๊ฐœ์ฒด๋ช… ์–ธ๊ธ‰์„ ๋ฏธ๋ฆฌ ์ •์˜๋œ ๋ถ„๋ฅ˜๋กœ ์œ„์น˜์‹œํ‚ค๊ณ  ๋ถ„๋ฅ˜ ๊ฐœ์ฒด๋ช… ์ธ์‹ [SpanMarkerNER](https://github.com/tomaarsen/SpanMarkerNER) > [12-03 ๊ฐœ์ฒด๋ช… ์ธ์‹(Named Entity Recognition)](https://wikidocs.net/30682)
67dab0e286d642659d6c1f08e04ca8b8
AllenAI OpenIE
Information Extraction Tools
Apr 8, 2023
Alan Jo
Alan Jo
May 8, 2023
### AllenAI OpenIE Versions |Title| |:-:| |[AllenAI OpenIE 5](https://texonom.com/allenai-openie-5-0b296be12ed64e9f9f94e2567bd798e8)| |[AllenAI OpenIE 4](https://texonom.com/allenai-openie-4-2fdc95a876714580a571d2fd168e6f7d)| > [Docker](https://hub.docker.com/search?q=openie)
0aa33b9a7646435f9ee4fb0c0c1f73ec
Stanford OpenIE
Information Extraction Tools
Mar 5, 2023
Alan Jo
Alan Jo
May 17, 2023
### Do not use this ### OpenIE Notion |Title| |:-:| |[RnnOIE](https://texonom.com/rnnoie-5720bbb60ea347eeb0eab6796c2bf853)| |[SpanOIE](https://texonom.com/spanoie-6598041ca45f4263beb8a7d442877599)| |[BIO Tagging](https://texonom.com/bio-tagging-cb44c4d6f940486e9a26392790889682)| |[Seq2seq OIE](https://texonom.com/seq2seq-oie-7b156f968be9465aa5727d367a8c928c)| ### Triple Extraction > [Stanford-OpenIE๋ฅผ ํ™œ์šฉํ•œ text -> triple (2)](https://velog.io/@whanhee97/Stanford-OpenIE๋ฅผ-ํ™œ์šฉํ•œ-text-triple-2) ### Structure > [Untitled](http://dsba.korea.ac.kr/seminar/?mod=document&uid=255) ### Python wrapper > [GitHub - philipperemy/stanford-openie-python: Stanford Open Information Extraction made simple!](https://github.com/philipperemy/stanford-openie-python)
91d65013748045838a8ca85055780228
AllenAI OpenIE 4
AllenAI OpenIE Versions
Apr 8, 2023
Alan Jo
Alan Jo
Apr 8, 2023
[openie-standalone](https://github.com/allenai/openie-standalone)
> [Docker](https://hub.docker.com/layers/schmmd/openie-standalone/latest/images/sha256-7aa57a7b4a45adb2c5a0b423771a96ff15db54ca23f0131fb54a44f3bd15235a?context=explore)
2fdc95a876714580a571d2fd168e6f7d
AllenAI OpenIE 5
AllenAI OpenIE Versions
Apr 8, 2023
Alan Jo
Alan Jo
May 18, 2023
[OpenIE-standalone](https://github.com/dair-iitd/OpenIE-standalone) [python-wrapper-OpenIE5](https://github.com/vaibhavad/python-wrapper-OpenIE5)
```typecd /openie/openie-standalone && \ java -Xmx10g -XX:+UseConcMarkSweepGC -jar \ openie-assembly-5.0-SNAPSHOT.jar --httpPort 8000``` ```typeUsage: openie [options] input-file ouput-file --parser-server <value> Parser server --srl-server <value> SRL server --encoding <value> Character encoding --format <value> Output format simple | column --httpPort <value> Http Port on which to run OpenIE as a server -u | --usage show cli usage** --ignore-errors** ignore errors --include-unknown-arg2 includes arg2 [UNKNOWN] extractions from relnoun -b | --binary binary output -s | --split Split paragraphs into sentences input-file input file ouput-file output file``` ### Working > [Docker](https://hub.docker.com/r/chengchingwen/openie) ### Official not working > [Docker](https://hub.docker.com/r/allenai/openie-demo)
0b296be12ed64e9f9f94e2567bd798e8
BIO Tagging
OpenIE Notion
Mar 5, 2023
Alan Jo
Alan Jo
Mar 5, 2023
### Beginning, Inside, Outside
cb44c4d6f940486e9a26392790889682
RnnOIE
OpenIE Notion
Mar 5, 2023
Alan Jo
Alan Jo
Mar 5, 2023
[BiLSTM](https://texonom.com/bilstm-cc8242f116e643abb71167e859561991)
5720bbb60ea347eeb0eab6796c2bf853
Seq2seq OIE
OpenIE Notion
Mar 5, 2023
Alan Jo
Alan Jo
Mar 5, 2023
[Seq2Seq](https://texonom.com/seq2seq-01a9854dffa6417c87d92c11a607250c)
7b156f968be9465aa5727d367a8c928c
SpanOIE
OpenIE Notion
Mar 5, 2023
Alan Jo
Alan Jo
Mar 5, 2023
6598041ca45f4263beb8a7d442877599
AI Detector
Language Usages
Apr 15, 2023
Alan Jo
Alan Jo
Apr 15, 2023
### AI Detectors |Title| |:-:| |[Zero GPT](https://texonom.com/zero-gpt-80ff609fdaac431f9f0fecbc97d33ee6)|
fe2dba46160f4d9b9df0958de9dc1ffa
AI Hallucination
Language Usages
Mar 20, 2023
Alan Jo
Alan Jo
Apr 30, 2023
### ๊ฑฐ์ง“๋ง ๋ฌธ๋งฅ๊ณผ ๋‹ค๋ฅธ ๋ฐ์ดํ„ฐ๋กœ ํŒŒ์•…ํ•ด์„œ ํ•™์Šตํ•˜๋Š” ๋ชจ๋ธ ํ•„์š” [Contrastive Learning](https://texonom.com/contrastive-learning-73afe4f0d2554be392d775a0a05fe328)
bd24d3510f0748ec9a6347311e1357bc
Inter-AI Communication
Language Usages
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
### Not have to be a Natural Language, Vector or Programming Language ### Inter-AI Communication Usages |Title| |:-:| |[Inter-AI Protocol](https://texonom.com/inter-ai-protocol-2c48f2304a974ec5bb76a4addf4c79e5)| |[Multi-AI Controller](https://texonom.com/multi-ai-controller-fcd2de8fdf0a4853a5bce77b2a8dc4e7)| > [Surprising things happen when you put 25 AI agents together in an RPG town](https://arstechnica.com/information-technology/2023/04/surprising-things-happen-when-you-put-25-ai-agents-together-in-an-rpg-town/)
ce6f0e6ea4654be3b3bddf80189231d8
LLM
Language Usages
Feb 21, 2023
Alan Jo
Alan Jo
Aug 7, 2023
[Transformer Model](https://texonom.com/transformer-model-f3e8053cc5b447a2bc9c6b5d0874dafc) [open-llms](https://github.com/eugeneyan/open-llms) [Search Engine](https://texonom.com/search-engine-f29353bb427241a88e03dd02f3f52af0)
## Engine for AI Product using [Prompt Engineering](https://texonom.com/prompt-engineering-eb0deb4baf844bebb873c19a0e307e7e) ### LLM Usages |Title| |:-:| |[Chat AI](https://texonom.com/chat-ai-54e11ff265864d949816a2f86a1e1b40)| |[Learn LLM](https://texonom.com/learn-llm-fe951103d9394d0b8102a5b7719f4a21)| |[AI Question answering](https://texonom.com/ai-question-answering-05d026befa7441949b7bff695e24268c)| |[LLM Development](https://texonom.com/llm-development-04d6c7eb5be24cc28be8bc2175f1a3f0)| |[MLLM](https://texonom.com/mllm-98172e9446c04bcc9cf52b2bc5d0bd17)| |[LLM Chunking](https://texonom.com/llm-chunking-ae00551922854c1198744f19cc9e6ac4)| |[LLMA](https://texonom.com/llma-0f7a9f91fb014d2180e50bcd66abb36b)| |[LLM Optimization](https://texonom.com/llm-optimization-fd44b16e13b5410b84f17554198b1b24)| |[Document AI](https://texonom.com/document-ai-073d20eac42148de9adcf9e25aafea22)| |[LLM Performance](https://texonom.com/llm-performance-64fb9ce675344d0390d6155ed6efb0fe)| |[In-context learning](https://texonom.com/in-context-learning-2f55f51a87a04785be78dc65ef752ca4)| |[LLM API](https://texonom.com/llm-api-21350df762de48469ee6285c9dc171eb)| |[LLM Context](https://texonom.com/llm-context-252aa3db0c164002aba92482142bcc2d)| |[Uncensored LLM](https://texonom.com/uncensored-llm-61d50af6dc494ed1960c8c632394c8a5)| |[Prompt Engineering](https://texonom.com/prompt-engineering-eb0deb4baf844bebb873c19a0e307e7e)| |[Multilingual LLM](https://texonom.com/multilingual-llm-7467ae0b84964657a5e0bc80bd845313)| |[LLM History](https://texonom.com/llm-history-0f189de18e6945e4812199276e5ce118)| ### Language Models |Title| |:-:| |[BERT](https://texonom.com/bert-e282abe8a34543988a0e71f6c8701ad2)| |[GPT](https://texonom.com/gpt-d07bb69aa3794c44b3cdc1347132f75b)| |[LLaMA](https://texonom.com/llama-f2b6721202d44d469add84d8a366809c)| |[YaLM 100B](https://texonom.com/yalm-100b-e3af4398a1af4b3a8453d7eb98a59739)| |[PaLM](https://texonom.com/palm-a44fb7aaf8234a828d7b0f87d1fa243f)| |[BLOOM AI](https://texonom.com/bloom-ai-178dc03bae7847a5b17f45bad30a307e)| |[KOSMOS-1](https://texonom.com/kosmos-1-eef4f69c8dfb4fab8cc3ee3019ad2e6f)| |[Dolly](https://texonom.com/dolly-c5164b3964a6425283042fa6878e9526)| |[Stable LM](https://texonom.com/stable-lm-2274fed51886447abc7a9e8c1550f9b8)| |[MPT](https://texonom.com/mpt-bf2abacce4b14fe99929c1fb19ea2c71)| |[Falcon](https://texonom.com/falcon-38be0309cd56451ebb0f5da43bfe3508)| |[Qwen](https://texonom.com/qwen-98e9c8006e764682ab87af31c84d6bbf)| ![https://github.com/Mooler0410/LLMsPracticalGuide](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fd943c184-d19f-4512-8e43-56767bbcc8d7%2FUntitled.png?table=block&id=14a99a83-127f-4358-9803-f4eb448a5ad8&cache=v2) > [Catching up on the weird world of LLMs](https://simonwillison.net/2023/Aug/3/weird-world-of-llms) ### Emergent > [Emergent Abilities of Large Language Models](https://www.assemblyai.com/blog/emergent-abilities-of-large-language-models)
b9157a9d105d450ba86f2570619551b4
NNLM
Language Usages
Jul 6, 2023
Alan Jo
Alan Jo
Jul 6, 2023
### NNLM Notion |Title| |:-:| |[NNLM Projection Layer](https://texonom.com/nnlm-projection-layer-a1ffa22b14d941eeb7cd8576da9a84a3)|
862dfdb4f5964e738c86bc10ef788ec7
Perplexity
Language Usages
Mar 28, 2023
Alan Jo
Alan Jo
Jul 15, 2023
## PPL $$PPL(W) = P(w_1, ..., w_N)^{\frac{1}{N}}$$ Time step๋งˆ๋‹ค perplexity๋งŒํผ์˜ ๋‹จ์–ด๋ฅผ ๊ฐ€์ง€๊ณ  ์–ด๋–ค ๊ฒƒ์ด ์ •๋‹ต์ธ์ง€ ๊ณ ๋ฏผ PPL์˜ ๊ฐ’์ด ๋‚ฎ๋‹ค๋Š” ๊ฒƒ์€ **๋ฐ์ดํ„ฐ ์ƒ์—์„œ ๋†’์€ ์ •ํ™•๋„๋ฅผ ๋ณด์ธ๋‹ค๋Š” ๊ฒƒ**์ด์ง€, ์‚ฌ๋žŒ์ด ์ง์ ‘ ๋Š๋ผ๊ธฐ์— ์ข‹์€ ์–ธ์–ด ๋ชจ๋ธ์ด๋ผ๋Š” ๊ฒƒ์„ ๋ฐ˜๋“œ์‹œ ์˜๋ฏธํ•˜์ง„ ์•Š๋Š”๋‹ค ### Perplexity Notion |Title| |:-:| > [03-05 ํŽ„ํ”Œ๋ ‰์„œํ‹ฐ(Perplexity, PPL)](https://wikidocs.net/21697)
2db74a7c527e4796931aa9e5a4fedaeb
Statistical Language Model
Language Usages
May 9, 2023
Alan Jo
Alan Jo
May 9, 2023
### Statistical Language Models |Title| |:-:| |[N gram Language Model](https://texonom.com/n-gram-language-model-e600ddf01e2645e1b1d76604454bc3c9)|
920a63d849bd4073a0ab5d841ccb2b32
Text Generation
Language Usages
Jul 17, 2023
Alan Jo
Alan Jo
Jul 17, 2023
์šฐ๋ฆฌ๋Š” ๋Œ€ํ™”๋ฅผ ํ•˜๋ฉด์„œ ๋ฐœํ™” ๋งฅ๋ฝ์„ ๊ธฐ์ค€์œผ๋กœ ๋‹ค์Œ ๋‹จ์–ด๋ฅผ ๋‚ด๋ฑ‰๋Š”๋‹ค ๊ทธ ๊ณผ์ •์€ ์˜์‹ํ•  ๋•Œ๋„ ์žˆ๊ณ  ์˜์‹ํ•˜์ง€ ์•Š์„ ๋•Œ๋„ ์žˆ๋Š” ์˜์‹ ๊ณผ ๋ฌด์˜์‹ ์‹œ์ด ์–ด๋”˜๊ฐ€ [Ilya Sutskever](https://texonom.com/ilya-sutskever-f38707abee824d21b2ec9824a1706342) ๋Š” SEO์ „๋ฌธ๊ฐ€์—์„œ Search input์—์„œ ๋‹ค์Œ ๋‹จ์–ด ์˜ˆ์ธก์˜ ์ค‘์š”์„ฑ์„ ๊นจ๋‹ซ๋Š”๋‹ค ์ด ๊ณผ์ •์€ ์ธ๊ฐ„ ์˜์‹์˜ [AI Function Imitation](https://texonom.com/ai-function-imitation-0461a205664f4339958496692f8cc8bb) ์ด๋‹ค [Back Propagation](https://texonom.com/back-propagation-18f4493692ad43449d4271f1bb293781) ๋„ [Neuroplasticity](https://texonom.com/neuroplasticity-63de0a67105e4c6ab8f6958b281c4e19) ์˜ ๊ธฐ๋Šฅ๋ชจ๋ฐฉ์ด๋‹ค ### Text Generation Notion |Title| |:-:| |[Text Generation Temperature](https://texonom.com/text-generation-temperature-756bf9858409478788c37b204d7f2bcb)|
cb0e475216c043fdbb4f309d324c9d19
Zero GPT
AI Detectors
Apr 15, 2023
Alan Jo
Alan Jo
Apr 15, 2023
80ff609fdaac431f9f0fecbc97d33ee6
Inter-AI Protocol
Inter-AI Communication Usages
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
### Inter-AI Protocols |Title| |:-:| |[Template Page](https://texonom.com/template-page-c191ecc68b5e49f1946e5704866dd4cd)|
2c48f2304a974ec5bb76a4addf4c79e5
Multi-AI Controller
Inter-AI Communication Usages
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
### Multi-AI Controllers |Title| |:-:| |[HuggingGPT](https://texonom.com/hugginggpt-4116dc9574604a468ccaff76aa768b4b)| |[Mixture-of-Experts](https://texonom.com/mixture-of-experts-eb0cadda3237429dbc3b61d14fab81d1)|
fcd2de8fdf0a4853a5bce77b2a8dc4e7
Template Page
Inter-AI Protocols
Apr 12, 2023
Alan Jo
Alan Jo
Apr 12, 2023
c191ecc68b5e49f1946e5704866dd4cd
HuggingGPT
Multi-AI Controllers
Apr 12, 2023
Alan Jo
Alan Jo
Jun 1, 2023
[JARVIS](https://github.com/microsoft/JARVIS) [ChatGPT](https://texonom.com/chatgpt-dbe93533b058404c82bbf0173f2a004d) [HuggingFace](https://texonom.com/huggingface-eb25c513b432477e9da51ca19bb06833) [ControlNet](https://texonom.com/controlnet-75a904f4a34c4cc293cbab417da42569)
## Microsoft Jarvis 1. Task Planning 2. Model Selection 3. Task Execution 4. Response Generation ### HuggingGPT Usages |Title| |:-:| |[HuggingGPT Inference Mode](https://texonom.com/hugginggpt-inference-mode-cdf17a48677a468b94f0933b744dc3ad)| > [HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace](https://arxiv.org/abs/2303.17580v2) > [HuggingGPT - ์—ฌ๋Ÿฌ ์ธ๊ณต ์ง€๋Šฅ ๋ชจ๋ธ์„ ์—ฐ๊ฒฐํ•˜๋Š” ๋ชจ๋ธ](https://tilnote.io/pages/642ce7f346b81350e02b47b4) > [HuggingGPT - a Hugging Face Space by microsoft](https://huggingface.co/spaces/microsoft/HuggingGPT)
4116dc9574604a468ccaff76aa768b4b
**Mixture-of-Experts**
Multi-AI Controllers
Apr 12, 2023
Alan Jo
Alan Jo
Jun 29, 2023
### MoE > [Mixture-of-Experts with Expert Choice Routing](https://ai.googleblog.com/2022/11/mixture-of-experts-with-expert-choice.html) > [Outrageously Large Neural Networks: The Sparsely-Gated...](https://arxiv.org/abs/1701.06538)
eb0cadda3237429dbc3b61d14fab81d1
HuggingGPT Inference Mode
HuggingGPT Usages
May 31, 2023
Alan Jo
Alan Jo
Jun 1, 2023
cdf17a48677a468b94f0933b744dc3ad
BERT
Language Models
Aug 17, 2020
Alan Jo
Alan Jo
Jun 7, 2023
[bert](https://github.com/google-research/bert) [AutoEncoder](https://texonom.com/autoencoder-7de48b307d1347ac8da05f17f314caff) [BART](https://texonom.com/bart-48bd2258eee74af3b2d929b03bb9553b)
## Masked Language Model ### **Bidirectional Encoder Representations from Transformers** 2018 > [BERT: Pre-training of Deep Bidirectional Transformers for Language...](https://arxiv.org/abs/1810.04805) > [๊ธฐ๋ณธ ์ œ๊ณต BERT ์•Œ๊ณ ๋ฆฌ์ฆ˜ ์‹œ์ž‘ํ•˜๊ธฐ ย |ย  AI Platform Training ย |ย  Google Cloud](https://cloud.google.com/ai-platform/training/docs/algorithms/bert-start?hl=ko)
e282abe8a34543988a0e71f6c8701ad2
BLOOM AI
Language Models
Mar 21, 2023
Alan Jo
Alan Jo
May 31, 2023
[bloomz.cpp](https://github.com/NouamaneTazi/bloomz.cpp)
### BLOOM AI Usages |Title| |:-:| > [BLOOM](https://bigscience.huggingface.co/blog/bloom) > [BLOOM](https://huggingface.co/docs/transformers/model_doc/bloom) b
178dc03bae7847a5b17f45bad30a307e
Dolly
Language Models
Apr 15, 2023
Alan Jo
Alan Jo
Apr 15, 2023
[dolly](https://github.com/databrickslabs/dolly)
> [Databricks releases Dolly 2.0, the first open, instruction-following LLM for commercial use](https://venturebeat.com/ai/databricks-releases-dolly-2-0-the-first-open-instruction-following-llm-for-commercial-use/)
c5164b3964a6425283042fa6878e9526
Falcon
Language Models
Jun 2, 2023
Alan Jo
Alan Jo
Aug 5, 2023
## `model_type: `****`RefinedWeb`**** [HuggingFace](https://texonom.com/huggingface-eb25c513b432477e9da51ca19bb06833) leaderboard 1st (2023-5) ์•„๋ž์—๋ฏธ๋ฆฌํŠธ ์•„๋ถ€๋‹ค๋น„์˜ TII(Technology Innovation Institute)์—์„œ ๊ฐœ๋ฐœ [Falcon Openassistant](https://texonom.com/falcon-openassistant-77666e440c964fdab7bcca371dab911d) ### Implementations > [TheBloke/WizardLM-Uncensored-Falcon-40B-3bit-GPTQ ยท Hugging Face](https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-40B-3bit-GPTQ) > [TheBloke/samantha-falcon-7B-GPTQ ยท Hugging Face](https://huggingface.co/TheBloke/samantha-falcon-7B-GPTQ) > [Open Source AI Has a New Champion](https://analyticsindiamag.com/open-source-ai-has-a-new-champion/) > [The RefinedWeb Dataset for Falcon LLM: Outperforming Curated...](https://arxiv.org/abs/2306.01116)
38be0309cd56451ebb0f5da43bfe3508
GPT
Language Models
Aug 17, 2020
Alan Jo
Alan Jo
Jul 16, 2023
[OpenAI](https://texonom.com/openai-501e879eb1ca4ef8b388ba5b11e92e23) [Decoder Model](https://texonom.com/decoder-model-36e78a40265c473d90197089aebfa83b)
### Generative Pre-trained Transformer Transformer์˜ ๋””์ฝ”๋” ๋ธ”๋Ÿญ์„ 12๊ฐœ ์Œ“์•„์˜ฌ๋ ค ๋งŒ๋“  ๋ชจ๋ธ ### GPT Implementations |Title| |:-:| |[GPT 1](https://texonom.com/gpt-1-d5b4cee52c894a31950a6dff5aec0195)| |[GPT 2](https://texonom.com/gpt-2-6998797e5634436b9cdfece14aa1f3db)| |[GPT 3](https://texonom.com/gpt-3-a69d4bc827004e0690b36132632f46b0)| |[GPT 4](https://texonom.com/gpt-4-0d74adcc08b44c23b6f8b0b17e54cc3e)| |[GPT F](https://texonom.com/gpt-f-5fb785ea644a43e3ada98450f138655d)| |[nanoGPT](https://texonom.com/nanogpt-b1755b382e244584915cc7e837dd0773)| |[minGPT](https://texonom.com/mingpt-dc6fe2127806478dbcf08d495898d94a)| |[gpt-neo](https://texonom.com/gpt-neo-c8fd4e28563c498c80a8101b3472bc4b)| |[GPT J](https://texonom.com/gpt-j-3b4f0a39a5a343398ee1e73f93ed0e4b)| ### History > [Five years of GPT progress](https://finbarr.ca/five-years-of-gpt-progress) ### GPT in simple explanation > [GPT in 60 Lines of NumPy | Jay Mody](https://jaykmody.com/blog/gpt-from-scratch/) > [๋ฏธ๋ผํด ์–ดํ—ค๋“œ MiraKle Ahead](https://mirakle.mk.co.kr/list.php?sc=51800017) > [์ธ๊ณต์ง€๋Šฅ GPT-f๊ฐ€ ์ƒ์„ฑํ•œ ์ˆ˜ํ•™ ์ฆ๋ช…, ๊ณต์‹ ์ˆ˜ํ•™์ปค๋ฎค๋‹ˆํ‹ฐ์—์„œ ์ฑ„ํƒ - AIํƒ€์ž„์Šค](https://easybranches.com/feed/kr/science/1640356)
d07bb69aa3794c44b3cdc1347132f75b
KOSMOS-1
Language Models
Apr 9, 2023
Alan Jo
Alan Jo
Apr 9, 2023
[Multimodal AI](https://texonom.com/multimodal-ai-381b5ebe1218438689de97941a3d9829) [MLLM](https://texonom.com/mllm-98172e9446c04bcc9cf52b2bc5d0bd17) [Language Is Not All You Need](https://texonom.com/language-is-not-all-you-need-0a6f8ec4af2f44bfacf6d4da5dd5da02)
[Zero shot learning](https://texonom.com/zero-shot-learning-8c92d9386f6648f5b877cb593ec2747b) ์—์„œ ๋›ฐ์–ด๋‚จ Masked Contrastive Predictive Coding (MCPC)๋ฅผ ์‚ฌ์šฉํ•ด ์ž…๋ ฅ ๋ฐ์ดํ„ฐ์˜ ์ผ๋ถ€๋ฅผ ๋งˆ์Šคํ‚นํ•˜๊ณ , ๋งˆ์Šคํ‚น๋œ ๋ถ€๋ถ„์„ ์˜ˆ์ธกํ•˜๋Š” ์ž‘์—…์„ ์ˆ˜ํ–‰ [Contrastive Learning](https://texonom.com/contrastive-learning-73afe4f0d2554be392d775a0a05fe328) ### KOSMOS-1 Usages |Title| |:-:| > [Untitled](https://arxiv.org/pdf/2302.14045.pdf)
eef4f69c8dfb4fab8cc3ee3019ad2e6f
LLaMA
Language Models
Feb 25, 2023
Alan Jo
Alan Jo
Aug 10, 2023
[llama](https://github.com/facebookresearch/llama)
I thought it would be a few more years before I could run a GPT-3 class model on hardware that I owned. I was wrong: that future is here already. ### LLaMA Notion |Title| |:-:| |[LLaMa History](https://texonom.com/llama-history-55dacd67da554bc5bde17eca29e150ad)| |[LLaMA Implementation](https://texonom.com/llama-implementation-35366933da844f94abe3e1e1d0fb0089)| |[LLaMA2](https://texonom.com/llama2-9e8d55f66932447680be7fc4bfa4e050)| ### LLaMA D**escendents** |Title| |:-:| |[Stanford Alpaca](https://texonom.com/stanford-alpaca-30e03e4e4dd94ad8957374e1e24caaa4)| |[Vicuna](https://texonom.com/vicuna-ea1568170bf84148a8d06414a84eaff4)| |[](https://texonom.com/b57e49f633254fcab08ffcbf4746cdac)| |[ ](https://texonom.com/fa6139dc98ef4a6c81a62c8ab1106a34)| |[Orca](https://texonom.com/orca-b0f8e611a23f47dfaad46f488a7be675)| |[OpenLLaMa](https://texonom.com/openllama-800c80f8f5b94ce9aaa185388a49dee4)| |[GOod at Arithmetic Tasks](https://texonom.com/good-at-arithmetic-tasks-6288a09f4d7b4713a8b47d6249167fe5)| > [Llama from scratch (or how to implement a paper without crying)](https://blog.briankitano.com/llama-from-scratch/) ### Even can run on raspberry Pi 4 lol and Pixel 6 > [Large language models are having their Stable Diffusion moment](https://simonwillison.net/2023/Mar/11/llama/?utm_source=tldrnewsletter) > [Introducing LLaMA: A foundational, 65-billion-parameter language model](https://ai.facebook.com/blog/large-language-model-llama-meta-ai/) > [Meta unveils a new large language model that can run on a single GPU [Updated]](https://arstechnica.com/information-technology/2023/02/chatgpt-on-your-pc-meta-unveils-new-ai-model-that-can-run-on-a-single-gpu)
f2b6721202d44d469add84d8a366809c
MPT
Language Models
May 22, 2023
Alan Jo
Alan Jo
Jul 9, 2023
[MosaicML](https://texonom.com/mosaicml-d531ff0e6a51448c84296ab20f675d67) [LLM Context](https://texonom.com/llm-context-252aa3db0c164002aba92482142bcc2d)
**MosaicML releases language model with 65,000 tokens context** ### MPT Usages |Title| |:-:| > [MPT-7B: The best open-source LLM available for commercial use](https://the-decoder.com/mpt-7b-the-best-open-source-llm-available-for-commercial-use/)
bf2abacce4b14fe99929c1fb19ea2c71
PaLM
Language Models
Apr 7, 2022
Alan Jo
Alan Jo
Jun 26, 2023
[PaLM-rlhf-pytorch](https://github.com/lucidrains/PaLM-rlhf-pytorch) [Google AI](https://texonom.com/google-ai-8a4f2d711eac466aaa97b12647f8eeaa)
5400์–ต parameter ### PaLM Versions |Title| |:-:| |[PaLM 1](https://texonom.com/palm-1-9eb81dc927734b05bd0813a33f12a146)| |[PaLM 2](https://texonom.com/palm-2-c74baec55e28433093feb97b5ca572d1)| ### PaLM API > [PaLM API & MakerSuite: an approachable way to start prototyping and building generative AI applications](https://developers.googleblog.com/2023/03/announcing-palm-api-and-makersuite.html) > [Google opens up its AI language model PaLM to challenge OpenAI and GPT-3](https://www.theverge.com/2023/3/14/23639313/google-ai-language-model-palm-api-challenge-openai) > [You're Temporarily Blocked](https://m.facebook.com/story.php?story_fbid=pfbid02a99wk7JkBNAuWwgzQG1xVCr3iiLFB4ttSfychoAqcSpq2W3diDeNGGkCLPffrVLrl&id=100001466253230)
a44fb7aaf8234a828d7b0f87d1fa243f
Qwen
Language Models
Aug 7, 2023
Alan Jo
Alan Jo
Aug 7, 2023
### Qwen Usages |Title| |:-:| |[ReAct Prompting](https://texonom.com/react-prompting-7edbefb5341b45d2a456b5df5b7c94f4)| [Qwen-7B](https://github.com/QwenLM/Qwen-7B) > [Qwen](https://github.com/QwenLM) > [Qwen/Qwen-7B-Chat ยท Hugging Face](https://huggingface.co/Qwen/Qwen-7B-Chat)
98e9c8006e764682ab87af31c84d6bbf
Stable LM
Language Models
Jan 15, 2023
Alan Jo
Alan Jo
Apr 24, 2023
[https://github.com/stability-AI/stableLM/](https://github.com/stability-AI/stableLM/) > [Stability AI announces new open-source large language model](https://www.theverge.com/2023/4/19/23689883/stability-ai-open-source-large-language-model-stablelm)
2274fed51886447abc7a9e8c1550f9b8
****YaLM 100B****
Language Models
Jun 24, 2022
Alan Jo
Alan Jo
Mar 5, 2023
[YaLM-100B](https://github.com/yandex/YaLM-100B)
> [Yandex Publishes YaLM 100B. It's the Largest GPT-Like Neural Network in Open Source](https://medium.com/yandex/yandex-publishes-yalm-100b-its-the-largest-gpt-like-neural-network-in-open-source-d1df53d0e9a6)
e3af4398a1af4b3a8453d7eb98a59739
Falcon Openassistant
Falcon
null
null
null
null
null
[FalconLite](https://texonom.com/falconlite-10423207bef04bc18cbb8f2fe54f2f76) > [OpenAssistant (OpenAssistant)](https://huggingface.co/OpenAssistant)
77666e440c964fdab7bcca371dab911d
FalconLite
Falcon Openassistant
null
null
null
null
null
[Amazon](https://texonom.com/amazon-f1722d7da08e423eb63f149c707397f4) [AutoGPTQ](https://texonom.com/autogptq-8a1d898788434aa2bc00fb43fd34411d) [Dynamic NTK](https://texonom.com/dynamic-ntk-662e5354f1f74e5b8d2ee3f9f274ef84) > [Untitled](https://github.com/awslabs/extending-the-context-length-of-open-source-llms/tree/main/script) > [amazon/FalconLite ยท Hugging Face](https://huggingface.co/amazon/FalconLite)
10423207bef04bc18cbb8f2fe54f2f76
GPT 1
GPT Implementations
Aug 23, 2020
Alan Jo
Alan Jo
Jun 11, 2023
12๊ฐœ์˜ Transformer Decoder layers ๋ชจ๋ธ์˜ ํฌ๊ธฐ๊ฐ€ Pretrained Model์˜ ์„ฑ๋Šฅ์— ์˜ํ–ฅ์„ ์ค€๋‹ค๋ผ๋Š” ์‹œ์‚ฌ์  > [Instruction Tuning์ด๋ž€?](https://velog.io/@nellcome/Instruction-Tuning์ด๋ž€)
d5b4cee52c894a31950a6dff5aec0195
GPT 2
GPT Implementations
Sep 14, 2020
Alan Jo
Alan Jo
Jun 11, 2023
[Zero shot learning](https://texonom.com/zero-shot-learning-8c92d9386f6648f5b877cb593ec2747b) [Fewย shot learning](https://texonom.com/fewshot-learning-f2a97adcbc774f4abd677a6db974329d)
Reddit Data 40GB Task์— ๋”ฐ๋ฅธ Fine tuning ์—†์ด ๊ธฐ์กด Task์˜ SOTA ๋ชจ๋ธ๋“ค์„ ๋„˜์–ด์„ฌ ์ž˜ ํ•™์Šต๋œ LLM ๋ชจ๋ธ ํ•˜๋‚˜๋กœ ๋ชจ๋“  Task๋ฅผ ํ•  ์ˆ˜ ์žˆ์„์ง€๋„ ๋ชจ๋ฅธ๋‹ค๋Š” ์ž„ํŒฉํŠธ 1.5B > [Algpt2 Part 2](https://bkkaggle.github.io/blog/algpt2/2020/07/17/ALGPT2-part-2.html#replicating-gpt-2)
6998797e5634436b9cdfece14aa1f3db
GPT 3
GPT Implementations
Sep 14, 2020
Alan Jo
Alan Jo
Jun 11, 2023
[In-context learning](https://texonom.com/in-context-learning-2f55f51a87a04785be78dc65ef752ca4) [RLHF](https://texonom.com/rlhf-4b184f9c9e8b4c7a8861fb6374e91aa6)
175B, 600GB data [Text DaVinci 003](https://texonom.com/text-davinci-003-fba990de22c745a9ab9298657a7e4b94) ![https://yaofu.notion.site/How-does-GPT-Obtain-its-Ability-Tracing-Emergent-Abilities-of-Language-Models-to-their-Sources-b9a57ac0fcf74f30a1ab9e3e36fa1dc1](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2F9bd0bef7-8e88-4a1e-b409-3e6dc6cfbf66%2FUntitled.png?table=block&id=018dd5c0-9d94-47d0-b5a3-3bcd61dceaad&cache=v2) ### Why gpt fails on complex task > [openai-cookbook/techniques_to_improve_reliability.md at main ยท openai/openai-cookbook](https://github.com/openai/openai-cookbook/blob/main/techniques_to_improve_reliability.md) ### natural language to code > [Microsoft uses GPT-3 to let you code in natural language](https://techcrunch.com/2021/05/25/microsoft-uses-gpt-3-to-let-you-code-in-natural-language/?utm_source=tldrnewsletter) > [A robot wrote this entire article. Are you scared yet, human? | GPT-3](https://www.theguardian.com/commentisfree/2020/sep/08/robot-wrote-this-article-gpt-3) > [OpenAI begins allowing customers to fine-tune GPT-3](https://venturebeat.com/2021/12/14/openai-begins-allowing-customers-to-fine-tune-gpt-3/) > [https://simonwillison.net/2022/Jul/9/gpt-3-explain-code/](https://simonwillison.net/2022/Jul/9/gpt-3-explain-code/) > [The GPT-3 Architecture, on a Napkin](https://dugas.ch/artificial_curiosity/GPT_architecture.html)
a69d4bc827004e0690b36132632f46b0
GPT 4
GPT Implementations
Aug 23, 2020
Alan Jo
Alan Jo
Jun 26, 2023
[Mixture-of-Experts](https://texonom.com/mixture-of-experts-eb0cadda3237429dbc3b61d14fab81d1)
10000 [H100](https://texonom.com/h100-572cbc29dbbd4bc598522bc4b3da0d38) ### 8 Experts? It is meaningful tho > [GPT-4's Secret Has Been Revealed](https://thealgorithmicbridge.substack.com/p/gpt-4s-secret-has-been-revealed) > [OpenAIโ€™s GPT-4 exhibits โ€œhuman-level performanceโ€ on professional benchmarks](https://arstechnica.com/information-technology/2023/03/openai-announces-gpt-4-its-next-generation-ai-language-model) > [Product Hunt ๐Ÿ˜ธ on Twitter](https://twitter.com/ProductHunt/status/1633954325994119170) > [GPT-4 Rumors From Silicon Valley](https://thealgorithmicbridge.substack.com/p/gpt-4-rumors-from-silicon-valley) > [12ft |](https://12ft.io/proxy?q=https://towardsdatascience.com/gpt-4-is-coming-soon-heres-what-we-know-about-it-64db058cfd45) > [The Multi-modal, Multi-model, Multi-everything Future of AGI](https://lspace.swyx.io/p/multimodal-gpt4) > [GPT-4 Is a Reasoning Engine](https://every.to/chain-of-thought/gpt-4-is-a-reasoning-engine)
0d74adcc08b44c23b6f8b0b17e54cc3e
GPT F
GPT Implementations
Sep 14, 2020
Alan Jo
Alan Jo
Apr 19, 2022
5fb785ea644a43e3ada98450f138655d
GPT J
GPT Implementations
Jun 19, 2023
Alan Jo
Alan Jo
Jun 19, 2023
after gpt neo, zero shot
3b4f0a39a5a343398ee1e73f93ed0e4b
gpt-neo
GPT Implementations
Aug 23, 2020
Alan Jo
Alan Jo
Jul 16, 2023
## Open source GPT3 > [MBZUAI/LaMini-Neo-1.3B ยท Hugging Face](https://huggingface.co/MBZUAI/LaMini-Neo-1.3B) > [GPT Neo](https://huggingface.co/docs/transformers/model_doc/gpt_neo) > [EleutherAI/gpt-neo](https://github.com/EleutherAI/gpt-neo)
c8fd4e28563c498c80a8101b3472bc4b
minGPT
GPT Implementations
Sep 14, 2020
Alan Jo
Alan Jo
Jul 16, 2023
[Andrej Karpathy](https://texonom.com/andrej-karpathy-e77764924dec46f985c97fb3b87b4717) [nanoGPT](https://texonom.com/nanogpt-b1755b382e244584915cc7e837dd0773) [minGPT](https://github.com/karpathy/minGPT)
dc6fe2127806478dbcf08d495898d94a
nanoGPT
GPT Implementations
Jan 9, 2023
Alan Jo
Alan Jo
Jul 31, 2023
[Andrej Karpathy](https://texonom.com/andrej-karpathy-e77764924dec46f985c97fb3b87b4717) [nanoGPT](https://github.com/karpathy/nanoGPT)
[llama2.c](https://github.com/karpathy/llama2.c) > m1 110token/s
b1755b382e244584915cc7e837dd0773
Text DaVinci 003
GPT 3
null
null
null
null
null
### GPT 3.5 structure > [New GPT-3 model: text-davinci-003](https://www.reddit.com/r/OpenAI/comments/z7f3ki/new_gpt3_model_textdavinci003/) > [OpenAI's latest GPT-3 model generates better and longer texts](https://the-decoder.com/openais-latest-gpt-3-model-generates-better-and-longer-texts/)
fba990de22c745a9ab9298657a7e4b94
[WizardLM](https://github.com/nlpxucan/WizardLM)
LLaMA Descendents
Apr 27, 2023
Alan Jo
Alan Jo
Jun 7, 2023
b57e49f633254fcab08ffcbf4746cdac
[FastChat](https://texonom.com/fastchat-4074369b09a744a8818c78ead5381289)
LLaMA Descendents
May 1, 2023
Alan Jo
Alan Jo
Jun 7, 2023
fa6139dc98ef4a6c81a62c8ab1106a34
GOod at Arithmetic Tasks
LLaMA Descendents
Jun 22, 2023
Alan Jo
Alan Jo
Jun 22, 2023
[goat](https://github.com/liutiedong/goat)
> [Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks](https://arxiv.org/abs/2305.14201) > [tiedong/goat-lora-7b ยท Hugging Face](https://huggingface.co/tiedong/goat-lora-7b)
6288a09f4d7b4713a8b47d6249167fe5
OpenLLaMa
LLaMA Descendents
Jun 20, 2023
Alan Jo
Alan Jo
Jun 29, 2023
[open_llama](https://github.com/openlm-research/open_llama) [Lit GPT](https://texonom.com/lit-gpt-dbb56045388f4daca0ab71ad110785b9) > [openlm-research/open_llama_13b ยท Hugging Face](https://huggingface.co/openlm-research/open_llama_13b)
800c80f8f5b94ce9aaa185388a49dee4
Orca
LLaMA Descendents
Jun 20, 2023
Alan Jo
Alan Jo
Jul 8, 2023
[Progressive Learning](https://texonom.com/progressive-learning-46a222e83bc64bd49f4c44c3d0519fdb)
[Open Orca](https://texonom.com/open-orca-91240599dea34eb1834cc63a645b9080) > [Orca 13B: the New Open Source Rival for GPT-4 from Microsoft โ€“ Kanaries](https://docs.kanaries.net/tutorials/ChatGPT/orca-13b) > [Untitled](https://arxiv.org/pdf/2306.02707.pdf)
b0f8e611a23f47dfaad46f488a7be675
Stanford Alpaca
LLaMA Descendents
Apr 8, 2023
Alan Jo
Alan Jo
Jun 7, 2023
โ€ฃ [alpaca.cpp](https://github.com/antimatter15/alpaca.cpp)
### Stanford Alpaca D**escendents** |Title| |:-:| |[](https://texonom.com/875d961f46e24c10a2d8ac851a8f1bf6)| |[Alpaca LoRA](https://texonom.com/alpaca-lora-efe1dade0d994e75abc3dd75aa8b75f2)|
30e03e4e4dd94ad8957374e1e24caaa4
Vicuna
LLaMA Descendents
Jun 2, 2023
Alan Jo
Alan Jo
Jun 7, 2023
### Vicuna D**escendents** |Title| |:-:| |[Wizard Vicuna](https://texonom.com/wizard-vicuna-c555316c38a24097ab53b72a9067dacc)| |[WizardLM](https://texonom.com/wizardlm-efb6e9e167794674a3f4fe115752d9ac)|
ea1568170bf84148a8d06414a84eaff4
Lit GPT
OpenLLaMa
null
null
null
null
null
[lit-llama](https://github.com/Lightning-AI/lit-llama) [lit-gpt](https://github.com/Lightning-AI/lit-gpt) - [nanoGPT](https://texonom.com/nanogpt-b1755b382e244584915cc7e837dd0773) - [Flash Attention](https://texonom.com/flash-attention-ca8093deb6c648059aff1580b0ddbf68) - [GPTQ](https://texonom.com/gptq-87428aee2a774b93906ab2213a1b6dc6) for int4 - [bitsandbytes](https://texonom.com/bitsandbytes-1575b433faaf455ba0d86cf5f7e5190b) for int8, fp4, nf4 - [LoRA](https://texonom.com/lora-fda3706be3674496898ad2e5e00007c9) not available for ```typegit clone https://github.com/Lightning-AI/lit-gptcd lit-gpt# pip install pytorchpip install --index-url https://download.pytorch.org/whl/nightly/cu118 --pre 'torch>=2.1.0dev'pip install -r requirements.txtpip uninstall -y lightning; pip install -r requirements.txtpip install sentencepiece``` ### Download mode and so annoying~ ```typepython scripts/download.py --repo_id openlm-research/open_llama_3bpython scripts/convert_hf_checkpoint.py --checkpoint_dir checkpoints/openlm-research/open_llama_3bpython quantize/gptq.py --checkpoint_dir checkpoints/openlm-research/open_llama_3bpython generate/base.py --prompt "Hello, my name is" --checkpoint_dir checkpoints/openlm-research/open_llama_3b --quantize gptq.int4``` ### mac ```typeexport PYTORCH_ENABLE_MPS_FALLBACK=1--precision 16-true``` > [Why We're Building Lit-LLaMA - Lightning AI](https://lightning.ai/pages/community/why-were-building-lit-llama/)
dbb56045388f4daca0ab71ad110785b9
Open Orca
Orca
null
null
null
null
null
> [Open-Orca/OpenOrca ยท Datasets at Hugging Face](https://huggingface.co/datasets/Open-Orca/OpenOrca)
91240599dea34eb1834cc63a645b9080
[Alpaca-Turbo](https://github.com/alexanderatallah/Alpaca-Turbo)
Stanford Alpaca Descendents
Jun 7, 2023
Alan Jo
Alan Jo
Jun 7, 2023
875d961f46e24c10a2d8ac851a8f1bf6
Alpaca LoRA
Stanford Alpaca Descendents
Jun 7, 2023
Alan Jo
Alan Jo
Jun 7, 2023
[alpaca-lora](https://github.com/kairess/alpaca-lora)
### Alpaca LoRA D**escendents** |Title| |:-:| |[SuperCOT](https://texonom.com/supercot-a546e09b488741ed9455b508e0c37a96)|
efe1dade0d994e75abc3dd75aa8b75f2
SuperCOT
Alpaca LoRA Descendents
Jun 7, 2023
Alan Jo
Alan Jo
Jun 7, 2023
### SuperCOT D**escendents** |Title| |:-:| |[Lazarus](https://texonom.com/lazarus-049b3aa5281548efbedea1431aa7b335)| > [kaiokendev/SuperCOT-LoRA ยท Hugging Face](https://huggingface.co/kaiokendev/SuperCOT-LoRA)
a546e09b488741ed9455b508e0c37a96