LLM

Perform Comprehensive Large Scale LLM Validation

and evaluations are critical to making sure robust, high-performing LLM applications. Nevertheless, such topics are sometimes ignored within the greater scheme of LLMs. Imagine this scenario: You could have an LLM query that replies...

Coconut: A Framework for Latent Reasoning in LLMs

Paper link: https://arxiv.org/abs/2412.06769 Released: ninth of December 2024 a high concentrate on LLMs with reasoning capabilities, and for a great reason. Reasoning enhances the LLMs’ power to tackle complex issues, fosters stronger generalization, and introduces...

Methods to Use LLMs for Powerful Automatic Evaluations

discuss how you may perform automatic evaluations using LLM as a judge. LLMs are widely used today for quite a lot of applications. Nonetheless, an often underestimated aspect of LLMs is their use...

Finding Golden Examples: A Smarter Approach to In-Context Learning

Context using Large Language Models (LLMs), In-Context Learning (ICL), where input and output are provided to LLMs to learn from them before handling the following input, has proven to be very effective in guiding...

Demystifying Cosine Similarity

is a commonly used metric for operationalizing tasks akin to semantic search and document comparison in the sector of natural language processing (NLP). Introductory NLP courses often provide only a high-level justification for...

Generating Structured Outputs from LLMs

interface for interacting with LLMs is thru the classic chat UI present in ChatGPT, Gemini, or DeepSeek. The interface is kind of easy, where the user inputs a body of text and the...

Consult with my Agent 

the past several months, I’ve had the chance to immerse myself within the task of adapting APIs and backend systems for consumption by LLMs, specifically agents using the MCP protocol. Initially, I expected...

How I Wonderful-Tuned Granite-Vision 2B to Beat a 90B Model — Insights and Lessons Learned

or vision-language models is a strong technique that unlocks their potential on specialized tasks. Nevertheless, despite their effectiveness, these approaches are sometimes out of reach for a lot of users as a result...

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