--- title: Surviving the paper deluge: a one-year study in learning... description: A team of six researchers spent a year reading over 300 papers on Learning from Demonstration (LfD) to assess the scale of the robotics publication explosion... canonical: https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Surviving the paper deluge: a one-year study in learning from demonstration | daily.dev og:description: A team of six researchers spent a year reading over 300 papers on Learning from Demonstration (LfD) to assess the scale of the robotics publication explosion... og:url: https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp og:image: https://api.daily.dev/og/posts/cgX2NJ2Fp.png og:image:alt: Surviving the paper deluge: a one-year study in learning from demonstration 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. # Surviving the paper deluge: a one-year study in learning from demonstration **[Robohub](https://daily.dev/sources/robohub)** · 5 min read · 0 upvotes · 0 comments ## Summary A team of six researchers spent a year reading over 300 papers on Learning from Demonstration (LfD) to assess the scale of the robotics publication explosion and evaluate genuine research progress. Their findings: only ~20% of papers offered highly notable contributions, with the rest being incremental improvements or new application domains. Notably, citation and download counts did not correlate with true contribution quality. The study also tested LLMs as a reading aid, finding them useful for summarization and quantitative extraction but unable to assess true novelty or detect overstated claims. The authors recommend building a research engine that weights peer-review scores, adopting blind publication models, and using LLMs as a complement to — not replacement for — expert review. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Surviving the paper deluge: Notes from an ICRA panel on publishing, LLMs, and the future of peer review](https://daily.dev/posts/surviving-the-paper-deluge-notes-from-an-icra-panel-on-publishing-llms-and-the-future-of-peer-rev-ecu35qej1) · Robohub · 0 upvotes · 0 comments - [LLMs’ impact on science: Booming publications, stagnating quality](https://daily.dev/posts/llms-impact-on-science-booming-publications-stagnating-quality-z0ogr1wdt) · Ars Technica · 0 upvotes · 0 comments - [Reading Research Papers in the Age of LLMs](https://daily.dev/posts/reading-research-papers-in-the-age-of-llms-y4s189lin) · Towards Data Science · 2 upvotes · 0 comments - [Thoughts on LLMs](https://daily.dev/posts/thoughts-on-llms-v1h7lv5f7) · Metadata · 7 upvotes · 2 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#llm](https://daily.dev/tags/llm), [#robotics](https://daily.dev/tags/robotics) [View this post on daily.dev](https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp) ```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":"Surviving the paper deluge: a one-year study in learning from demonstration","url":"https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp"},"datePublished":"2026-07-29T09:25:26.085Z","dateModified":"2026-07-29T09:25:51.923Z","description":"A team of six researchers spent a year reading over 300 papers on Learning from Demonstration (LfD) to assess the scale of the robotics publication explosion...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/c0215b09fd756305a9e11f711b0e8e1f?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/c0215b09fd756305a9e11f711b0e8e1f?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Robohub","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":"Robohub","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/79911e4f3a514623a70a98793133f536","url":"https://daily.dev/sources/robohub"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/surviving-the-paper-deluge-a-one-year-study-in-learning-from-demonstration-cgx2nj2fp","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,llm,robotics","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Robohub","item":"https://daily.dev/sources/robohub"},{"@type":"ListItem","position":3,"name":"Surviving the paper deluge: a one-year study in learning from demonstration"}]} ```