Awesome List Updates on Sep 24, 2024

8 awesome lists updated today.

1. Awesome Azure Openai Llm

Self-Consistency (CoT-SC): The three steps in the self-consistency method: 1) prompt the language model using CoT prompting, 2) sample a diverse set of reasoning paths from the language model, and 3) marginalize out reasoning paths to aggregate final answers and choose the most consistent answer. [21 Mar 2022]

Tree of Thought (ToT): [cnt]: Self-evaluate the progress intermediate thoughts make towards solving a problem [17 May 2023] git (⭐4.6k) / Agora: Tree of Thoughts (ToT) git (⭐4.3k)
- tree-of-thought\forest_of_thought.py: Forest of thought Decorator sample
- tree-of-thought\tree_of_thought.py: Tree of thought Decorator sample
- tree-of-thought\react-prompt.py: ReAct sample without LangChain

Re-Reading Improves Reasoning in Large Language Models: RE2 (Re-Reading), which involves re-reading the question as input to enhance the LLM's understanding of the problem. Read the question again [12 Sep 2023]

Preference optimization techniques: ref [13 Aug 2024]
- DPO (Direct preference optimization) removes the need for a reward model.
- IPO (Identity Preference Optimization) : A change in the objective, which is simpler and less prone to overfitting.
- KTO (Kahneman-Tversky Optimization) : Scales more data by replacing the pairs of accepted and rejected generations with a binary label.
- ORPO (Odds Ratio Preference Optimization) : Combines instruction tuning and preference optimization into one training process, which is cheaper and faster.

RewriteBar - A macOS menu bar app that helps you write your text with the assistance of AI.

Introduction course that introduces the concept of DataFrame with Polars and Python. It also proposes some corrected exercices by @TLouf.

BqLog (⭐180) - A lightweight, high-performance logging system used in projects such as "Honor of Kings". [Apache-2.0]

go-shelve (⭐4) - A persistent, map-like object for the Go programming language. Supports multiple embedded key-value stores.

go-hep (⭐230) - A set of libraries and tools for performing High Energy Physics analyses with ease.

JSONGrid - Free tool to Visualize, Edit, Filter complex JSON data into beautiful tabular Grid. Save and Share JSON data over link link.

EdgeOne Pages - EdgeOne Pages enables you to create and launch stunning websites quickly, leveraging edge technology for optimal performance. Free access to all features.

Nile — A Postgres platform for B2B apps. Unlimited databases, Always available with no shutdown, 1GB of storage (total), 50 million query tokens, autoscaling, unlimited vector embeddings

ng-intl (⭐6) - Type-safe, reactive Angular i18n library. Lazy-loaded translations, signal-based reactivity, full TypeScript support. Efficient, flexible, and scalable internationalization for Angular projects.