{
  "video_id": "2606.11945",
  "channel": "cs.CL",
  "title": "uva-irlab-conv at SemEval-2026 Task 8: Multi-Turn RAG with Learned Sparse Retrieval and Listwise Reranking",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solide Multi-Turn-RAG-Architektur mit praktischen Komponenten (Sparse Retrieval + Reranking + LLM), aber inkrementelle Kombination bekannter Patterns ohne neuartige Insights; für Aria relevant (Memory/Multi-Agent-Sequenzen), aber nicht tiefgreifend genug für Promotion.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001874,
  "triaged_at": "2026-06-11T15:00:51.124261+00:00"
}