--- title: DABStep: Data Agent Benchmark for Multi-step Reasoning description: DABStep, developed by Adyen and Hugging Face, is a new benchmark designed to evaluate AI models' multi-step reasoning capabilities in data analysis tasks.... canonical: https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: DABStep: Data Agent Benchmark for Multi-step Reasoning | daily.dev og:description: DABStep, developed by Adyen and Hugging Face, is a new benchmark designed to evaluate AI models' multi-step reasoning capabilities in data analysis tasks.... og:url: https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw og:image: https://api.daily.dev/og/posts/IcMijf1Iw.png og:image:alt: DABStep: Data Agent Benchmark for Multi-step Reasoning og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # DABStep: Data Agent Benchmark for Multi-step Reasoning **[Hugging Face](https://daily.dev/sources/huggingface)** · 18 min read · 3 upvotes · 0 comments ## Summary DABStep, developed by Adyen and Hugging Face, is a new benchmark designed to evaluate AI models' multi-step reasoning capabilities in data analysis tasks. Comprising over 450 real-world tasks, it highlights the challenges current AI models face, achieving only 16% accuracy. The benchmark is unique due to its focus on real-world use cases, structured and unstructured data, simple setup, factoid evaluation, and multi-step complexity. A real-time leaderboard and several baseline evaluations provide insights into the performance of current AI models, with paths for future improvements outlined. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#data-analysis](https://daily.dev/tags/data-analysis) [View this post on daily.dev](https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"DABStep: Data Agent Benchmark for Multi-step Reasoning","url":"https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw"},"datePublished":"2025-02-04T16:11:41.062Z","dateModified":"2025-02-04T16:11:55.351Z","description":"DABStep, developed by Adyen and Hugging Face, is a new benchmark designed to evaluate AI models' multi-step reasoning capabilities in data analysis tasks....","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/745c9aa2c32101759715c785b153439b?_a=AQAEuj9","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/745c9aa2c32101759715c785b153439b?_a=AQAEuj9","isAccessibleForFree":true,"articleSection":"Hugging Face","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Hugging Face","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/f1f55c67d81a4330acf5b90b26b0c8e1","url":"https://daily.dev/sources/huggingface"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/dabstep-data-agent-benchmark-for-multi-step-reasoning-icmijf1iw","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,machine-learning,data-analysis","timeRequired":"PT18M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Hugging Face","item":"https://daily.dev/sources/huggingface"},{"@type":"ListItem","position":3,"name":"DABStep: Data Agent Benchmark for Multi-step Reasoning"}]} ```