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arxiv: 2607.21951 · 2 revisions

SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders

1. 2026-08-15 CONDITIONAL MODERATE v1.4.0-alltime-deepseek-medium novelty 6.0
   106204 ms 18592 in 12287 out 2026-08-15T15:28:33.150094+00:00
2. 2026-08-01 CONDITIONAL MODERATE v1.3.0-alltime-deepseek novelty 5.0
   193178 ms 18537 in 19452 out 2026-08-01T06:14:53.402985+00:00