Ai2 Mined ICLR 2026 Reviews to Build Its Novelty Benchmark: 154 Strong vs 145 Weak Papers

allen_ai · x · 2026-10-28

Ai2 built its benchmark by mining ICLR 2026 peer reviews for explicit originality comments, keeping papers where reviewers agreed on (non-)originality and whose scores were unusually high or low within their area: 154 papers with stronger evidence of novelty (e.g., "a completely new, critical, and timely research problem", top 10% in area) versus 145 with weaker evidence (e.g., "the theoretical contribution is not highly novel", bottom 10%).

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