[2603.23146v2] Why AI-Generated Text Detection Fails: Evidence from Explainable AI Beyond Benchmark...

TL;DR

Summary:
- This paper introduces "LLM-Blender," an ensemble framework designed to improve the performance of Large Language Models (LLMs) by fusing outputs from multiple models.
- It proposes a two-stage pipeline consisting of "PairRanker" (to rank candidate outputs) and "GenFuser" (to generate a final, superior response), effectively mitigating the weaknesses of individual models.

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