Awesome List Updates on Mar 28, 2024

8 awesome lists updated today.

🏠 Home · 🔍 Search · 🔥 Feed · 📮 Subscribe · ❤️ Sponsor

1. Awesome Azure Openai Llm

LangChain vs Competitors / Prompting Frameworks

• What Are Tools Anyway?: 1. For a small number (e.g., 5–10) of tools, LMs can directly select from contexts. However, with a larger number (e.g., hundreds), an additional retrieval step involving a retriever model is often necessary. 2. LM-used tools incl. Tool creation and reuse. Tool is not useful when machine translation, summarization, and sentiment analysis (among others). 3. Evaluation metrics [18 Mar 2024]

LangChain vs Competitors / Prompt Template Language

• Semantic Kernel supports HandleBars and Jinja2. [Mar 2024]

Prompt Engineering / Prompt Template Language

• Expand

  1. FireAct: [cnt]: Toward Language Agent Fine-tuning. 1. This work takes an initial step to show multiple advantages of fine-tuning LMs for agentic uses. 2. Duringfine-tuning, The successful trajectories are then converted into the ReAct format to fine-tune a smaller LM. 3. This work is an initial step toward language agent fine-tuning, and is constrained to a single type of task (QA) and a single tool (Google search). / git [9 Oct 20239]

  2. RankPrompt: Self-ranking method. Direct Scoring independently assigns scores to each candidate, whereas RankPrompt ranks candidates through a systematic, step-by-step comparative evaluation. [19 Mar 2024]

  3. Language Models as Compilers: With extensive experiments on seven algorithmic reasoning tasks, Think-and-Execute is effective. It enhances large language models’ reasoning by using task-level logic and pseudocode, outperforming instance-specific methods. [20 Mar 2023]

Prompt Guide & Leaked prompts / Prompt Template Language

• Anthropic Prompt Library: Anthropic released a Claude 3 AI prompt library [Mar 2024]

Other techniques and LLM patterns / Llama Finetuning

• Sakana.ai: Evolutionary Optimization of Model Merging Recipes.: A Method to Combine 500,000 OSS Models. git (⭐1.2k) [19 Mar 2024]

3. Visual Prompting & Visual Grounding / Llama Finetuning

• What is Visual prompting: Similarly to what has happened in NLP, large pre-trained vision transformers have made it possible for us to implement Visual Prompting. doc [26 Apr 2023]

• What is Visual Grounding: Visual Grounding (VG) aims to locate the most relevant object or region in an image, based on a natural language query.

• Screen AI: ScreenAI, a model designed for understanding and interacting with user interfaces (UIs) and infographics. Refer to Generated Annotation image. [Mar 2024]

OpenAI's Roadmap and Products / OpenAI Products

• New embedding models text-embedding-3-small: Embedding size: 512, 1536 text-embedding-3-large: Embedding size: 256,1024,3072 [25 Jan 2024]

OpenAI's Roadmap and Products / GPT series release date

• GPT 3.5: 3 variants each with 1.3B, 6B, and 175B parameters. [15 Mar 2022] Estimate the embedding size of OpenAI's gpt-3.5-turbo to be about 4,096

Evolutionary Tree of Large Language Models / GPT series release date

• LLM evolutionary tree

  

Section 9: Applications and Frameworks / Korean

• Open100: Top 100 Open Source achievements.

2. Awesome Langchain

Other LLM Frameworks / Videos Playlists

• Codel (⭐2k): ✨ Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor.

3. Awesome Rust

Applications / System tools

• ynqa/jnv (⭐4.7k) - Interactive JSON filter using jq

4. Awesome Kde

Internet & Networking

• NeoChat - Matrix network client for KDE 📌.

• Tokodon - Tokodon is a Mastodon client. It allows you to interact with the Fediverse community 📌.

Office & Productivity

• GhostWriter - No distraction markdown editor 📌.

Utilities & Tools

• QOwnNotes - Note taking app with cloud integration, web and mobile support.

Development & Programming

• Kate - Kate is a Feature-Packed Code Editor with advanced support for LSP, Syntax Highlighting, multi-cursoe and more 📌.

Plasma desktop / Extensions

• Polonium - The successor of Bismuth for KDE Plasma 6.

5. Awesome Ddd

Community Resources

• DDD North America - Upcoming live training, events, and user groups across North America.

6. Free for Dev

Security and PKI

• aikido.dev — All-in-one appsec platform covering SCA, SAST, CSPM, DAST, Secrets, IaC, Malware, Container scanning, EOL,... Free plan includes two users, scanning of 10 repos, 1 cloud, 2 containers & 1 domain.

7. Awesome Plotters

Inspiration, Instruction, and Research / Fonts

• Building an interactive plotter art installation - Nice writeup (with videos) of an interactive plotter art exhibit at SIGGRAPH 2023.

8. Awesome Neovim

AI / Diagnostics

• simplegpt.nvim (⭐10) - Provide a simple yet flexible way to construct and send questions to ChatGPT.

Utility / Diagnostics

• SUSTech-data/neopyter (⭐69) - The bridge between Neovim and jupyter lab, edit in Neovim and preview/run in jupyter lab.

• Prev: Mar 29, 2024
• Next: Mar 27, 2024