Collapse-Free Reasoning Engine (CFRE)
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zenodo.org/records/1707...

#CFRE #CollapseFreeReasoning #AIStability #SymbolicPersonaCoding #SPC #PersonaCollapse #LogicalCollapse #StrategicCollapse #AIHallucination #TreeOfThoughts #SelfConsistency #EthicalAI #AIEthics #AISafety #LLM #AGI #PromptEngineering

[Blue Chip]: "Cómo hacemos que un modelo razone (II): técnicas de prompting" ignaciogavilan.com/como-hacemos... #ReasoningModels #ModelosRazonadores #LLMs #LargeLanguageModels #AI #CoT #ChainOfThought #SelfConsistency #Thinking #Reasoning

A nice blog on our publication titled: ["From knowledge generation to knowledge verification: examining the biomedical generative capabilities of ChatGPT"]

#ChatGPT #KnowledgeVerification #SelfConsistency

healthmedicinet.com/hmn-2025-can...

6/10 To avoid paradoxes, some scientists propose the “self-consistency principle”: if backward communication were possible, it could only happen in ways that preserve the AI’s own existence and development. #SelfConsistency #AI #TimeTravel

MACA boosts language model self‑consistency, achieving a 27.6 % gain on the GSM8K math benchmark and a 42.7 % increase in MathQA accuracy without external supervision. https://getnews.me/multi-agent-consensus-boosts-language-model-self-consistency/ #macaconensus #selfconsistency #ai

A note suggests estimating LLM self‑consistency with a fixed compute budget B by choosing m prompts and n repeats such that m,n ∝ √B; e.g., B = 10,000 calls → ~100 prompts × 100 repeats. Read more: https://getnews.me/estimating-llm-self-consistency-under-fixed-compute-budgets/ #selfconsistency #llm

Batch pointwise ranking with GPT‑4o raised NDCG@10 from 43.8% to 51.3% using 1 vs 15 self‑consistency calls, cutting latency up to 15× versus one‑by‑one PW. Read more: https://getnews.me/batch-self-consistency-improves-llm-relevance-assessment-and-ranking/ #gpt4o #selfconsistency

This time I've fixed the "iterations" scale.

#gnuplot #fortran #selfconsistency #physics #semiconductors