conftrace_

contamination

4 papers

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Co-occurring keywords · papers mentioning both

chinchilla scaling laws (1) competition (1) bleu (1) large-scale study (1) rephrasing (1) empirical rigor (1) leakage (1) benchmarking (1) watermark (1) overestimation (1)

Papers

How Much Can We Forget about Data Contamination? ICML 2025 Overestimation in LLM Evaluation: A Controlled Large-Scale Study on Data Contamination’s Impact on Machine Translation ICML 2025 Position: AI Competitions Provide the Gold Standard for Empirical Rigor in GenAI Evaluation ICML 2025 STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings ICML 2025