{
  "title": "Paper Review",
  "total": 2,
  "posts": [
    {
      "title": "Paper Review: Co-RL — Peer Rewards Replace RLHF: Formulas, Mechanism, and 7+4 Benchmark Results",
      "url": "/en/posts/deep-read-co-rl/",
      "permalink": "https://hackcv.com/en/posts/deep-read-co-rl/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "Co-RL full breakdown: peer-reward pseudo-label formulas, ring-topology majority voting, three diversity dimensions, GRPO integration; Qwen2.5-3B +8.6% avg across 7 text benchmarks, VLM +7.2% across 4, label-free parity with supervised methods, code open-sourced.",
      "categories": ["Research Brief"],
      "tags": ["AI","Reinforcement Learning","Multi-Agent","Co-RL","Paper Review"],
      "cover": "https://picsum.photos/seed/paper-review-co-rl-peer-rewards-replace-rlhf-formulas-mechanism-and-7\u0026#43;4-benchmark-results/1200/675",
      "readingTime": 3
    },
    {
      "title": "Paper Review: SemComp-Bench — Video Generation Evaluation Moves from 'Looks Right' to 'Task Done'",
      "url": "/en/posts/deep-read-semcomp-bench/",
      "permalink": "https://hackcv.com/en/posts/deep-read-semcomp-bench/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "The hottest paper on HF this week (153 upvotes): Semantic Task Completion video generation + the six-domain SemComp-Data + VLM-driven OA/GR dual-metric protocol, with full benchmark tables.",
      "categories": ["Research Brief"],
      "tags": ["AI","Video Generation","Benchmark","SemComp-Bench","Paper Review"],
      "cover": "https://picsum.photos/seed/paper-review-semcomp-bench-video-generation-evaluation-moves-from-looks-right-to-task-done/1200/675",
      "readingTime": 3
    }
  ]
}