Cognition Swe Bench Technical Report

Swe Bench Pdf We’re excited to see progress on swe bench and new benchmarks for tasks such as data analysis, browsing for information, and more. help us push the frontier of reasoning and planning. Cognition's results and methodology on swe bench. contribute to cognitionai devin swebench results development by creating an account on github.

Cognition Swe Bench Technical Report Swe bench lite is a subset curated for less costly evaluation [post]. swe bench multimodal features issues with visual elements [post]. each entry reports the % resolved metric, the percentage of instances solved (out of 2294 full, 500 verified, 300 lite & multilingual, 517 multimodal). We’re sharing our technical report for devin’s results on swe bench: cognition labs post swe bench… highlights in 🧵. In 2023, ai researchers introduced several challenging new benchmarks, including mmmu, gpqa, and swe bench, aimed at testing the limits of increasingly capable ai systems. by 2024, ai performance on these benchmarks saw remarkable improvements, with gains of 18.8 and 48.9 percentage points on mmmu and gpqa, respectively. In late 2025, scale ai introduced swe bench pro, a next generation software engineering benchmark that addresses several fundamental limitations of the original swe bench and swe bench verified.

Cognition Swe Bench Technical Report In 2023, ai researchers introduced several challenging new benchmarks, including mmmu, gpqa, and swe bench, aimed at testing the limits of increasingly capable ai systems. by 2024, ai performance on these benchmarks saw remarkable improvements, with gains of 18.8 and 48.9 percentage points on mmmu and gpqa, respectively. In late 2025, scale ai introduced swe bench pro, a next generation software engineering benchmark that addresses several fundamental limitations of the original swe bench and swe bench verified. In this paper, we present the first comprehensive study of all submissions to the swe bench lite (79 entries) and verified (99 entries) leaderboards, analyzing 80 unique approaches across dimensions such as submitter type, product availability, llm usage, and system architecture. A few days ago, cognition showcased a demo of devin, the first ai software engineer, and everyone were amazed by its capabilities. today, they released a technical report detailing the. Swe bench multimodal features issues with visual elements [post]. each entry reports the % resolved metric, the percentage of instances solved (out of 2294 full, 500 verified, 300 lite, 517 multimodal). Swe bench is a dataset of 2,294 issues and pull requests scraped from popular open source python repositories on github. its goal is to test a system’s ability to write real world code.

Cognition Swe Bench Technical Report In this paper, we present the first comprehensive study of all submissions to the swe bench lite (79 entries) and verified (99 entries) leaderboards, analyzing 80 unique approaches across dimensions such as submitter type, product availability, llm usage, and system architecture. A few days ago, cognition showcased a demo of devin, the first ai software engineer, and everyone were amazed by its capabilities. today, they released a technical report detailing the. Swe bench multimodal features issues with visual elements [post]. each entry reports the % resolved metric, the percentage of instances solved (out of 2294 full, 500 verified, 300 lite, 517 multimodal). Swe bench is a dataset of 2,294 issues and pull requests scraped from popular open source python repositories on github. its goal is to test a system’s ability to write real world code.