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Tag: benchmarking

  • Hacker News: SWE-Bench tainted by answer leakage; real pass rates significantly lower

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    Kurt Seifried
    in

    Source URL: https://arxiv.org/abs/2410.06992 Source: Hacker News Title: SWE-Bench tainted by answer leakage; real pass rates significantly lower Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper “SWE-Bench+: Enhanced Coding Benchmark for LLMs” addresses significant data quality issues in the evaluation of Large Language Models (LLMs) for coding tasks. It presents empirical analysis revealing…

  • Hacker News: Launch HN: Confident AI (YC W25) – Open-source evaluation framework for LLM apps

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    Kurt Seifried
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    Source URL: https://news.ycombinator.com/item?id=43116633 Source: Hacker News Title: Launch HN: Confident AI (YC W25) – Open-source evaluation framework for LLM apps Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text introduces “Confident AI,” a cloud platform designed to enhance the evaluation of Large Language Models (LLMs) through its open-source package, DeepEval. This tool facilitates…

  • Simon Willison’s Weblog: Andrej Karpathy’s initial impressions of Grok 3

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    Kurt Seifried
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    Source URL: https://simonwillison.net/2025/Feb/18/andrej-karpathy-grok-3/ Source: Simon Willison’s Weblog Title: Andrej Karpathy’s initial impressions of Grok 3 Feedly Summary: Andrej Karpathy’s initial impressions of Grok 3 Andrej has the most detailed analysis I’ve seen so far of xAI’s Grok 3 release from last night. He runs through a bunch of interesting test prompts, and concludes: As far…

  • Hacker News: Gemini beats everyone on new OCR benchmark

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    Kurt Seifried
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    Source URL: https://arxiv.org/abs/2502.06445 Source: Hacker News Title: Gemini beats everyone on new OCR benchmark Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a new open-source benchmark designed to evaluate Vision-Language Models (VLMs) on Optical Character Recognition (OCR) in dynamic video contexts. This is particularly relevant for AI, as it highlights advancements…

  • Hacker News: PhD Knowledge Not Required: A Reasoning Challenge for Large Language Models

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    Kurt Seifried
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    Source URL: https://arxiv.org/abs/2502.01584 Source: Hacker News Title: PhD Knowledge Not Required: A Reasoning Challenge for Large Language Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text discusses a new benchmark for evaluating the reasoning capabilities of large language models (LLMs), highlighting the difference between evaluating general knowledge compared to specialized knowledge.…

  • Schneier on Security: On Generative AI Security

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    Kurt Seifried
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    Source URL: https://www.schneier.com/blog/archives/2025/02/on-generative-ai-security.html Source: Schneier on Security Title: On Generative AI Security Feedly Summary: Microsoft’s AI Red Team just published “Lessons from Red Teaming 100 Generative AI Products.” Their blog post lists “three takeaways,” but the eight lessons in the report itself are more useful: Understand what the system can do and where it is…

  • Hacker News: Evaluating Code Embedding Models

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    Kurt Seifried
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    Source URL: https://blog.voyageai.com/2024/12/04/code-retrieval-eval/ Source: Hacker News Title: Evaluating Code Embedding Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the challenges and limitations within the field of code retrieval, particularly as it pertains to embedding models used in coding assistants. It highlights the need for high-quality benchmarking datasets, identifies typical subtasks…

  • Hacker News: Notes on OpenAI O3-Mini

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    Kurt Seifried
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    Source URL: https://simonwillison.net/2025/Jan/31/o3-mini/ Source: Hacker News Title: Notes on OpenAI O3-Mini Feedly Summary: Comments AI Summary and Description: Yes Summary: The announcement of OpenAI’s o3-mini model marks a significant development in the landscape of large language models (LLMs). With enhanced performance on specific benchmarks and user functionalities that include internet search capabilities, o3-mini aims to…