diff --git a/docs/index.md b/docs/index.md index e97a6a63..34ad1da0 100644 --- a/docs/index.md +++ b/docs/index.md @@ -33,7 +33,7 @@ We leverage Neo4j to do the heavy lifting and dlt to load the data, and we've bu ``` -pip install -U cognee +pip install -U cognee["weaviate"] ``` Set OpenAI API Key as an environment variable diff --git a/docs/research.md b/docs/research.md new file mode 100644 index 00000000..41f0b156 --- /dev/null +++ b/docs/research.md @@ -0,0 +1,54 @@ +# Research + +The page is dedicated to collecting all research that was collected in the past one year from various sources. + +This is not an exhaustive list, and any PRs would be welcome + +### Research Papers + +- [2024/03/24] [Compound AI systems] (https://bair.berkeley.edu/blog/2024/02/18/compound-ai-systems/) +- [2015/07/30] [Multilayer Network of Language](https://arxiv.org/abs/1507.08539) +- [2023/12/12] [Dense X Retrieval: What Retrieval Granularity Should We Use?](https://arxiv.org/pdf/2312.06648.pdf) +- [2024/01/05] [Retrieval-Augmented Generation for Large Language Models: A Survey](https://arxiv.org/pdf/2312.10997.pdf) +- [2022/10/20] [Cognitive modelling with multilayer networks: Insights, advancements and future challenges](https://arxiv.org/pdf/2210.00500.pdf) +- [2023/09/20] CoAla framework and relevant literature [literature](https://github.com/ysymyth/awesome-language-agents) +- [2023/06/09] [Mind2Web: Towards a Generalist Agent for the Web](https://arxiv.org/pdf/2306.06070.pdf), Xiang Deng, et al. [[code]](https://github.com/OSU-NLP-Group/Mind2Web) [[demo]](https://osu-nlp-group.github.io/Mind2Web/) +- [2023/06/28] AI Agents in Langchain [https://docs.google.com/presentation/d/1L_CHsg26sDxPmKj285Ob5T2xsAUejBlfiGQSnsSHTk0/edit#slide=id.g254e571859c_0_164](https://docs.google.com/presentation/d/1L_CHsg26sDxPmKj285Ob5T2xsAUejBlfiGQSnsSHTk0/edit#slide=id.g254e571859c_0_164) +- [2023/06/27] Agent infra [https://lilianweng.github.io/posts/2023-06-23-agent/](https://lilianweng.github.io/posts/2023-06-23-agent/) +- [2023/06/05] [Orca: Progressive Learning from Complex Explanation Traces of GPT-4](https://arxiv.org/pdf/2306.02707.pdf), Subhabrata Mukherjee et al. +- [2023/05/25] 📚[Voyager: An Open-Ended Embodied Agent with Large Language Models](https://arxiv.org/pdf/2305.16291.pdf), Guanzhi Wang, et al. [[code]](https://github.com/MineDojo/Voyager) [[website]](https://voyager.minedojo.org/), Shishir G. Patil, et al. +- [2023/05/24] 📚[Gorilla: Gorilla: Large Language Model Connected with Massive APIs](https://arxiv.org/abs/2305.15334) +- [2023/05/17] 📚[Tree of Thoughts: Deliberate Problem Solving with Large Language Models](https://arxiv.org/abs/2305.10601), Shunyu Yao, et al.[[code]](https://github.com/kyegomez/tree-of-thoughts) [[code-orig]](https://github.com/ysymyth/tree-of-thought-llm) +- [2023/05/12] 📚[MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers](https://arxiv.org/abs/2305.07185), Lili Yu, et al. +- [2023/05/09] 📚[FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance](https://arxiv.org/abs/2305.05176), Lingjiao Chen, et al. +- [2023/05/01] 📚[Learning to Reason and Memorize with Self-Notes](https://arxiv.org/abs/2305.00833), Jack Lanchantin, et al. +- [2023/04/24] 📚[WizardLM: Empowering Large Language Models to Follow Complex Instructions](https://arxiv.org/abs/2304.12244), Can Xu, et al. +- [2023/04/22] 📚[LLM+P: Empowering Large Language Models with Optimal Planning Proficiency](https://arxiv.org/abs/2304.11477), Bo Liu, et al. +- [2023/04/07] 📚[Generative Agents: Interactive Simulacra of Human Behavior](https://arxiv.org/abs/2304.03442), Joon Sung Park, et al. [[code]](https://github.com/mkturkcan/generative-agents) +- [2023/03/30] [Self-Refine: Iterative Refinement with Self-Feedback](https://arxiv.org/abs/2303.17651), Aman Madaan, et al.[[code]](https://github.com/madaan/self-refine) +- [2023/03/30] [HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace](https://arxiv.org/pdf/2303.17580.pdf), Yongliang Shen, et al. [[code]](https://github.com/microsoft/JARVIS) [[demo]](https://huggingface.co/spaces/microsoft/HuggingGPT) +- [2023/03/20] [Reflexion: Language Agents with Verbal Reinforcement Learning](https://arxiv.org/pdf/2303.11366.pdf), Noah Shinn , et al. [[code]](https://github.com/noahshinn024/reflexion) +- [2023/02/23] 📚[Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection](https://arxiv.org/abs/2302.12173), Sahar Abdelnab, et al. +- [2023/02/09] 📚[Toolformer: Language Models Can Teach Themselves to Use Tools](https://arxiv.org/pdf/2302.04761.pdf), Timo Schick, et al. [[code]](https://github.com/lucidrains/toolformer-pytorch) +- [2022/12/12] 📚[LMQL: Prompting Is Programming: A Query Language for Large Language Models](https://arxiv.org/abs/2212.06094), Luca Beurer-Kellner, et al. +- [2022/10/06] [ReAct: Synergizing Reasoning and Acting in Language Models](https://arxiv.org/pdf/2210.03629.pdf), Shunyu Yao, et al. [[code]](https://github.com/ysymyth/ReAct) +- [2022/07/12] 📚[Inner Monologue: Embodied Reasoning through Planning with Language Models](https://arxiv.org/pdf/2207.05608.pdf), Wenlong Huang, et al. [[demo]](https://innermonologue.github.io/) +- [2022/04/04] [Do As I Can, Not As I Say: Grounding Language in Robotic Affordances](https://github.com/Significant-Gravitas/Nexus/wiki/Awesome-Resources), Michael Ahn, e al. [[demo]](https://say-can.github.io/) +- [2021/12/17] [WebGPT: Browser-assisted question-answering with human feedback](https://arxiv.org/pdf/2112.09332.pdf), Reiichiro Nakano, et al. +- [2021/06/17] 📚[LoRA: Low-Rank Adaptation of Large Language Models](https://arxiv.org/abs/2106.09685), Edward J. Hu, et al. +- [2023/04/03] [Generative Agents](https://arxiv.org/abs/2304.03442) +- [2023/05/17] [Three of thought: Deliberate Problem Solving with Large Language Mode](https://arxiv.org/abs/2305.10601)ls + +### Blog Articles + +- [2023/04/29] [AUTO-GPT: UNLEASHING THE POWER OF AUTONOMOUS AI AGENTS](https://www.leewayhertz.com/autogpt/) By Akash Takyar +- [2023/04/20] [Conscious Machines: Experiments, Theory, and Implementations(Chinese)](https://pattern.swarma.org/article/230) By Jiang Zhang +- [2023/04/18] [Autonomous Agents & Agent Simulations](https://blog.langchain.dev/agents-round/) By Langchain +- [2023/04/16] [4 Autonomous AI Agents you need to know](https://towardsdatascience.com/4-autonomous-ai-agents-you-need-to-know-d612a643fa92) By Sophia Yang +- [2023/03/31] [ChatGPT that learns to use tools](https://zhuanlan.zhihu.com/p/618448188) By Haojie Pan + +### Talks + +- [2023/06/05] [Two Paths to Intelligence](https://www.youtube.com/watch?v=rGgGOccMEiY&t=1497s) by Geoffrey Hinton +- [2023/05/24] [State of GPT](https://www.youtube.com/watch?v=bZQun8Y4L2A) by Andrej Karpathy | OpenAI +- [2024/03/15] Podcast on AI, Memory by Bill Gurley diff --git a/mkdocs.yml b/mkdocs.yml index b051ca7b..9b7bc84b 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -2,7 +2,7 @@ site_name: cognee site_author: Vasilije Markovic site_description: desc repo_name: cognee -repo_url: https://topoteretes.github.io/cognee +repo_url: https://github.com/topoteretes/cognee site_url: https://www.congee.ai edit_uri: edit/main/docs/ copyright: Copyright © 2024 cognee @@ -128,4 +128,5 @@ nav: - Multilayer graph network: 'concepts/multilayer_graph_networks.md' - Data models: 'concepts/graph_data_models.md' - LLM structured Outputs: "concepts/llm_structured_outputs.md" + - Research: "research.md"