←Back to NewsAI News/RetrievalpaperRetrievalBenchmarksStanford's ScholarCatalyst Reveals AI Misses 52% of Key Research PapersA new benchmark asks AI to find the handful of prior papers that actually inspire new research, and today's retrieval agents fall short.SourceAlphaSignalPublishedOct 1, 2026, 5:59 PMAuthorAlphaSignal NewsroomRead1 min readA new benchmark asks AI to find the handful of prior papers that actually inspire new research, and today's retrieval agents fall short.Reporting is indexed from AlphaSignal. Rights remain with the original publisher and cited sources.Read original report ↗Next readsPerplexity · newsPerplexity's pplx-embed-v2 Beats Voyage at 8x Smaller Vector SizeCohere · newsCohere's Embed 5 Lets Developers Index Smart but Query 2.4x FasterAlphaSignal · modelHugging Face's ELECTRA Reranker Adds ONNX and OpenVINO for Faster CPU Search