2 papers
cs.CL2026
Truth or Sophistry? LoFa: A Benchmark for LLM Robustness Against Logical Fallacies
Xudong Shen, Li Yuan, Ye Chen +3
Large Language Models (LLMs) exhibit strong semantic capabilities, yet their resilience to manipulative linguistic patterns such as logical fallacies remains underexplored. Prior w…
cs.LG2026
Signature filtering: a lightweight enhancement for statistical watermark detection in large language models
Chih-Duo Hong, Yen-Pang Chen, Fang Yu
Statistical watermarks help organizations attribute large language model (LLM) outputs, yet existing detectors often struggle when watermark signals are weak, texts are repetitive,…