Tag: real-world data

  • Hacker News: We need data engineering benchmarks for LLMs

    Source URL: https://structuredlabs.substack.com/p/why-we-need-data-engineering-benchmarks Source: Hacker News Title: We need data engineering benchmarks for LLMs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the shortcomings of existing benchmarks for evaluating the effectiveness of AI-driven tools in data engineering, specifically contrasting them with software engineering benchmarks. It highlights the unique challenges of data…

  • Hacker News: CleaR: Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Labels

    Source URL: https://arxiv.org/abs/2411.00873 Source: Hacker News Title: CleaR: Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Labels Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel approach to Parameter-Efficient Fine-Tuning (PEFT) designed to enhance model performance when working with noisy labeled data. This research is particularly relevant for professionals in AI,…

  • Hacker News: Introducing The Model Context Protocol

    Source URL: https://www.anthropic.com/news/model-context-protocol Source: Hacker News Title: Introducing The Model Context Protocol Feedly Summary: Comments AI Summary and Description: Yes Summary: The Model Context Protocol (MCP) is an open-standard initiative aimed at enhancing the connectivity of AI assistants to various data sources, addressing the current challenges posed by information silos and disparate integrations. This new…

  • Hacker News: LoRA vs. Full Fine-Tuning: An Illusion of Equivalence

    Source URL: https://arxiv.org/abs/2410.21228 Source: Hacker News Title: LoRA vs. Full Fine-Tuning: An Illusion of Equivalence Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper presents a comparative study of Low-Rank Adaptation (LoRA) and full fine-tuning for large language models (LLMs). It reveals significant differences in how each method alters pre-trained models, particularly focusing…

  • Anchore: 2024 Trends in Software Supply Chain Security

    Source URL: https://anchore.com/webinars/2024-trends-in-software-supply-chain-security/ Source: Anchore Title: 2024 Trends in Software Supply Chain Security Feedly Summary: The post 2024 Trends in Software Supply Chain Security appeared first on Anchore. AI Summary and Description: Yes Summary: The text discusses key insights from the 2024 Software Supply Chain Security Report, highlighting the increasing importance of software supply chain…