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LLM-in-Sandbox Elicits General Agentic Intelligence

Beginner

Daixuan Cheng, Shaohan Huang et al.Jan 22arXiv

This paper shows that giving an AI a safe, tiny virtual computer (a sandbox) lets it solve many kinds of problems better, not just coding ones.

#LLM-in-Sandbox#Agentic Intelligence#Reinforcement Learning

FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation

Intermediate

Jing Zuo, Lingzhou Mu et al.Jan 20arXiv

FantasyVLN teaches a robot to follow language instructions while looking around, using a smart, step-by-step thinking style during training but not at test time.

#Vision-and-Language Navigation#Chain-of-Thought#Multimodal CoT

Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling

Beginner

Falcon LLM Team, Iheb Chaabane et al.Jan 5arXiv

Falcon-H1R is a small (7B) AI model that thinks really well without needing giant computers.

#Falcon-H1R#Hybrid Transformer-Mamba#Chain-of-Thought

Papers3

LLM-in-Sandbox Elicits General Agentic Intelligence

FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation

Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling