Juohmaru Sanshiro@juohmaru

Embark on a journey into the intricate world of company 10K filings with The Financial Pandalist – your premier ally in deciphering financial intricacies! Are you seeking expert advice or in-depth analysis on a particular company's 10K filing? Look no further! Our platform offers a seamless experience – just upload the 10K document of your choice and dive into a personalized chat with our financial experts. That is what we aim to do in our project. We mainly employ Retrieval-Augmented Generation (RAG) to our project. Our technology stack encompasses TruLens as an evaluation tool, LLM and Embedding model from VertexAI, LangChain for crafting diverse chain types, and ChromaDB serving as the vector store. Our goal is to compare four distinct chain-type techniques: Stuff, Map Rescue, Refine, and Map Re-rank. To assess their effectiveness, we employ the RAG Triad concept and evaluate each chain type across three dimensions: Context Relevance, Groundedness, and Answer Relevance. For evaluation purposes, we employ approximately 20 questions related to financial analysis. Leveraging TruLens, we observe that the Stuff and Refine chain types score notably high on Groundedness and Answer Relevance, respectively, while the others fall short. To enhance overall performance scores, several factors, such as varying prompts, need further investigation.

Embrace app creation with a game-changing mobile app from Google! 👊 Try new true competitor of ChatGPT 4 💡 Create app with intuitive support fr0m Gemini Ultra 1.0 🤝 Take part alone or form a team with other participants

Step into the future of AI: Experience and innovate with the cutting-edge Gemini AI model. First-hand Experience: Dive into the latest AI technology with Gemini AI, right after its release. Elevate your AI knowledge and coding prowess in a stimulating and supportive atmosphere. Team up with like-minded innovators and tech enthusiasts. You can work solo, or in a team of up to 6 members. Enhance your LLM apps with TruLens: Use sophisticated evaluation and performance tracking tools for superior output quality. Note: Dates may change if the Gemini AI model release is postponed by Google Cloud.

Revolutionize AI with TruLens by TruEra - Your Gateway to Building Better LLM Applications! Build with TruLens, LLMs development and explainability tool by TruEra Leverage AI observability for dynamic app enhancement Collaborate with like-minded individuals! For the Hackathon you can work in a team from 1 to 6 members. In this Hackathon, you can also join with a project from the TruLens 48-Hours Hackathon, provided you adhere to the following rules. Consider it a warm-up, and explore the world of technology by participating in the TruLens 48-Hours Hackathon.