{"id":1043688,"date":"2024-06-05T10:38:28","date_gmt":"2024-06-05T17:38:28","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&#038;p=1043688"},"modified":"2024-06-07T11:17:03","modified_gmt":"2024-06-07T18:17:03","slug":"sigma-an-open-source-interactive-system-for-mixed-reality-task-assistance-research-extended-abstract","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/sigma-an-open-source-interactive-system-for-mixed-reality-task-assistance-research-extended-abstract\/","title":{"rendered":"SIGMA: An Open-Source Interactive System for Mixed-Reality Task Assistance Research \u2013 Extended Abstract"},"content":{"rendered":"<p>We introduce an open-source system called Sigma (short for \u201cSituated Interactive Guidance, Monitoring, and Assistance\u201d) as a platform for conducting research on task-assistive agents in mixed-reality scenarios. The system leverages the sensing and rendering affordances of a head-mounted mixed reality device in conjunction with large language and vision models to guide users step by step through procedural tasks. By open-sourcing the system, we aim to lower the barrier to entry, accelerate research in this space, and chart a path towards community-driven end-to-end evaluation of large language, vision, and multimodal models in the context of real-world interactive applications.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We introduce an open-source system called Sigma (short for \u201cSituated Interactive Guidance, Monitoring, and Assistance\u201d) as a platform for conducting research on task-assistive agents in mixed-reality scenarios. The system leverages the sensing and rendering affordances of a head-mounted mixed reality device in conjunction with large language and vision models to guide users step by step [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":[{"type":"user_nicename","value":"Dan Bohus","user_id":"31581"},{"type":"user_nicename","value":"Sean Andrist","user_id":"36443"},{"type":"user_nicename","value":"Nick Saw","user_id":"31405"},{"type":"user_nicename","value":"Ann Paradiso","user_id":"31045"},{"type":"user_nicename","value":"Ishani Chakraborty","user_id":"39288"},{"type":"user_nicename","value":"Mahdi 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