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ai deep-dive Search and Scraping in Practice

From Search Results to Reliable Citations: URL Deduplication, Source Tiers, and Claim-Source Mapping

Reliable citation is not appending URLs to an answer. Separate URLs, content copies, and source independence, then connect atomic claims to quote spans and snapshots through a rerunnable claim-source matrix.

#web-search#citations#retrieval#ai-agent#data-provenance#reproducibility
ai guide

arXiv Paper Quality Assessment Guide: From Endorsement Mechanisms to a Practical Checklist

arXiv does not perform peer review, and roughly 2% of submissions are rejected. Quality judgment relies on external signals: top venue acceptance > institution + open-source reproduction > citation quality. Includes a 20-item practical checklist and a 2026 toolbox (PWC has shut down).

#arxiv#paper-reading#research-tools#reproducibility#llm