Early #science acceleration #experiments with GPT-5 #AI #largereasoningmodels #LLM

🧪 arxiv.org/pdf/2511.16072

La semana en [Blue Chip]. Miércoles 9: "Algunas limitaciones en los modelos razonadores… de momento" ignaciogavilan.com/algunas-limi... #LLM #LRM #ReasoningModels #LargeReasoningModels #ModelosRazonadores #IA #IA #GenerativeAI

Hoy en [Blue Chip]: "Algunas limitaciones en los modelos razonadores… de momento" ignaciogavilan.com/algunas-limi... #LLM #LRM #ReasoningModels #LargeReasoningModels #ModelosRazonadores #IA #IA #GenerativeAI

[Blue Chip]: "Algunas limitaciones en los modelos razonadores... de momento" ignaciogavilan.com/algunas-limi... #LLM #LRM #ReasoningModels #LargeReasoningModels #ModelosRazonadores #IA #IA #GenerativeAI

Reading "The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity" (arxiv.org/abs/2506.06941) #LRM #LargeReasoningModels #LLM #LargeLanguageModels #ModelosRazonadores #IA #AI #ArtificialIntelligence #InteligenciaArtificial

Apple ML Research's "The Illusion of Thinking" paper explores how #LargeReasoningModels handle tough puzzles.

As difficulty rises, LRMs hit a "collapse threshold," showing reduced reasoning effort, indicating a limit to the models' scalability.

🔍 Dive deep: bit.ly/4kjqM2r

#AppleAI #LLMs #InfoQ

SIREN, a selective entropy regularization method, boosted the Qwen2.5‑Math‑7B model by 6.6 points on the majority‑at‑k metric for AIME24/25 benchmarks. Read more: https://getnews.me/selective-entropy-regularization-boosts-large-reasoning-models/ #siren #largereasoningmodels #entropyregularization

Researchers found Large Reasoning Models can detect when a problem exceeds their capability, with confidence signals or hidden‑state probes, cutting token use by 60‑90%. https://getnews.me/large-reasoning-models-reveal-emerging-self-awareness-of-their-limits/ #largereasoningmodels #ai

AdvChain uses adversarial chain‑of‑thought tuning for reasoning models to self‑correct, cutting refusals and improving jailbreak robustness while keeping accuracy similar to untuned models. https://getnews.me/advchain-improves-safety-of-large-reasoning-models/ #advchain #largereasoningmodels

A benchmark maps Large Reasoning Models' chain‑of‑thought output to Schoenfeld's seven episodes, labeling thousands of solutions with Plan and Verify phases. Read more: https://getnews.me/schoenfelds-theory-guides-understanding-of-large-reasoning-models/ #largereasoningmodels #ai

MemShare: Memory Efficient Inference for Large Reasoning Models through
KV Cache Reuse
Hong Xu, Kaiwen Chen et al.
Paper
Details
#MemEfficientInference #KVCacheReuse #LargeReasoningModels

Predictive Scaling Laws for Efficient GRPO Training of Large Reasoning
Models
Datta Nimmaturi, Debojyoti Dutta et al.
Paper
Details
#PredictiveScaling #GRPOTraining #LargeReasoningModels