{"type":"post","id":"penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f","slug":"penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f","title":"Penn and Microsoft Research propose attribution gradients, replacing citation numbers with unfoldable evidence trails.","description":"A paper by Hita Kambhamettu, Alyssa Hwang, Philippe Laban and Andrew Head proposes “attribution gradients,” an interface for inspecting the evidence behind citations in AI-generated answers.","retrieval_nugget":"A paper by Hita Kambhamettu, Alyssa Hwang, Philippe Laban and Andrew Head proposes “attribution gradients,” an interface for inspecting the evidence behind citations in AI-generated answers. Instead of treating a citation as a link to open separately, the design reveals supporting and contradictory excerpts, evidence counts and second-degree citations in place.","published_at":"2026-11-02","updated_at":"2026-11-07","record_date":"2026-11-02","date_kind":"published_at","topics":["generative-ui","agent-interfaces"],"entities":["Hita Kambhamettu","Alyssa Hwang","Philippe Laban","Andrew Head","Microsoft Research","University of Pennsylvania"],"related_patterns":["model-answers-become-task-interfaces"],"novelty_label":"new_fact","what_changed":"A separate paper proposes “attribution gradients,” an interface that unfolds supporting and contradictory evidence and second-degree citations for critical review, rather than training models to cite without retrieval.","prior_refs":[],"source_url":"https://arxiv.org/abs/2510.00361","source_urls":["https://arxiv.org/abs/2510.00361"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f/","markdown":"https://newruntime.com/posts/penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f.md","json":"https://newruntime.com/posts/penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f.json"},"markdown_url":"https://newruntime.com/posts/penn-and-microsoft-research-propose-attribution-gradients-replacing-f37d3f.md","next_reads":[{"type":"topic","path":"/topics/generative-ui/","url":"https://newruntime.com/topics/generative-ui/","title":"Generative Ui","reason":"Explore the generative-ui topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/generative-ui.md","json_url":"https://newruntime.com/topics/generative-ui.json"},{"type":"topic","path":"/topics/agent-interfaces/","url":"https://newruntime.com/topics/agent-interfaces/","title":"Agent Interfaces","reason":"Explore the agent-interfaces topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-interfaces.md","json_url":"https://newruntime.com/topics/agent-interfaces.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}