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Comedic Fool's Gold: Reward Exploits and Countermeasures in Conversational Humor

BACKGROUND
1 SIGNALFIRST DETECTED 2 October 2026
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12 May
Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria

arXiv:2605.08354v1 Announce Type: new Abstract: Aligning multimodal generative models with human preferences demands reward signals that respect the compositional,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
20 Mar
Harm or Humor: A Multimodal, Multilingual Benchmark for Overt and Covert Harmful Humor

arXiv:2603.17759v2 Announce Type: replace-cross Abstract: Dark humor often relies on subtle cultural nuances and implicit cues that require contextual reasoning to interpret,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
22 Apr
ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System

arXiv:2604.18789v1 Announce Type: new Abstract: Reinforcement Learning from Human Feedback (RLHF) is central to aligning Large Language Models (LLMs), yet it introduces a critical

REPORT · WHEN · ArXiv CS.AIOPEN STORY
29 Sept
Does post training make LLMs funnier?

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1wtkgsl/does_post_training_make_llms_funnier/"> <img alt="Does post training make LLMs funnier?"

OPINION · WHAT · LocalLLaMAOPEN STORY
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