cff-version: 1.2.0 message: "If you use this dataset or worksheet, please cite it using the metadata below." title: "AI Research Assistant Repeatability Benchmark 2026" type: dataset version: 1.0.0 date-released: 2026-08-01 authors: - name: "AI News & Updates Editorial Team" abstract: >- Fifteen run-level observations from three matched attempts with ResearchRabbit, Elicit, Scite, Consensus and Undermind, recording repeatability, traceability, access barriers and preserved failures. keywords: - artificial intelligence - information retrieval - research assistants - reproducibility - repeatability repository-code: "https://github.com/dannyrasul/ai-research-assistant-repeatability-benchmark-2026" url: "https://ainewsandupdates.com/how-to-test-ai-research-tools/" contact: - name: "AI News & Updates Editorial Team" email: "hello@ainewsandupdates.com"