Final answers don’t tell the whole story. This episode breaks down a 2025 paper that redefines “good reasoning” for LLMs using Relevance and Coherence, introduces CaSE (a causal, step-wise evaluator), new benchmarks (MRa-GSM8K/MRa-MATH), and shows practical gains from aspect-guided prompting and CaSE-based data curation. If you build or evaluate reasoning models, this is your new checklist.

Source - https://arxiv.org/abs/2510.20603

#AISparks #LLM #Reasoning #ChainOfThought #MetaReasoning #CausalEvaluation #CaSE #GSM8K #AIME #PromptEngineering #ProcessSupervision #DataCuration #AIResearch #NLP #GenAI