conftrace_

benchmark data contamination

3 papers

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Also known as

BDC

Co-occurring keywords · papers mentioning both

large language model (3) fake news detection (2) entity shift perturbation (1) semantic level (1) fidelity (1) contamination resistance (1) mitigation strategies (1) question-level evaluation (1) semantic contamination (1) evidence-based reasoning (1)

Papers

LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection ACL 2026 SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025 The Emperor’s New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination ICML 2025