All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection [67.9] RFC Benchは、現実的なニュースの下で財務的な誤情報に関する大規模な言語モデルを評価するためのベンチマークである。 このベンチマークでは、2つの補完的なタスクが定義されている。 論文参考訳（メタデータ） (Wed, 07 Jan 2026 18:18:28 GMT)
金融の誤情報検知を目指したベンチマーク。「The benchmark defines two complementary tasks: reference-free misinformation detection and comparison-based diagnosis using paired original–perturbed inputs. Experiments reveal a consistent pattern: performance is substantially stronger when comparative con- text is available, while reference-free settings expose significant weaknesses, including un- stable predictions and elevated invalid outputs. These results indicate that current models struggle to maintain coherent belief states without external grounding. By highlighting this gap, RFC-BENCH provides a structured testbed for studying reference-free reasoning and advancing more reliable financial misinformation detection in real-world settings.」