#AI Reasoning
Latest news articles tagged with "AI Reasoning". Follow the timeline of events, related topics, and entities.
Articles (10)
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🇺🇸 Breaking the Martingale Curse: Multi-Agent Debate via Asymmetric Cognitive Potential Energy
[USA]
arXiv:2603.06801v1 Announce Type: new Abstract: Multi-Agent Debate (MAD) has emerged as a promising paradigm for enhancing large language model reasoning. However, recent work reveals a limitation:st...
Related: #Multi-Agent Systems -
🇺🇸 LEAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning
[USA]
arXiv:2603.06870v1 Announce Type: new Abstract: Long-horizon execution in Large Language Models (LLMs) remains unstable even when high-level strategies are provided. Evaluating on controlled algorith...
Related: #Error Recovery -
🇺🇸 Hit-RAG: Learning to Reason with Long Contexts via Preference Alignment
[USA]
arXiv:2603.07023v1 Announce Type: cross Abstract: Despite the promise of Retrieval-Augmented Generation in grounding Multimodal Large Language Models with external knowledge, the transition to extens...
Related: #Long Contexts -
🇺🇸 Improving reasoning at inference time via uncertainty minimisation
[USA]
arXiv:2603.07159v1 Announce Type: new Abstract: Large language models (LLMs) now exhibit strong multi-step reasoning abilities, but existing inference-time scaling methods remain computationally expe...
Related: #Uncertainty Minimization -
🇺🇸 Abductive Reasoning with Syllogistic Forms in Large Language Models
[USA]
arXiv:2603.06428v1 Announce Type: cross Abstract: Research in AI using Large-Language Models (LLMs) is rapidly evolving, and the comparison of their performance with human reasoning has become a key ...
Related: #Logical Inference -
🇺🇸 Knowledge Graphs are Implicit Reward Models: Path-Derived Signals Enable Compositional Reasoning
[USA]
arXiv:2601.15160v3 Announce Type: replace Abstract: Large language models have achieved near-expert performance in structured reasoning domains like mathematics and programming, yet their ability to ...
Related: #Knowledge Graphs -
🇺🇸 Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search
[USA]
arXiv:2603.05642v1 Announce Type: cross Abstract: Open-world interactive object search in household environments requires understanding semantic relationships between objects and their surrounding co...
Related: #Robotics, #Scene Understanding -
🇺🇸 Reasoning Models Struggle to Control their Chains of Thought
[USA]
arXiv:2603.05706v1 Announce Type: new Abstract: Chain-of-thought (CoT) monitoring is a promising tool for detecting misbehaviors and understanding the motivations of modern reasoning models. However,...
Related: #Model Limitations -
🇺🇸 Enhancing Zero-shot Commonsense Reasoning by Integrating Visual Knowledge via Machine Imagination
[USA]
arXiv:2603.05040v1 Announce Type: new Abstract: Recent advancements in zero-shot commonsense reasoning have empowered Pre-trained Language Models (PLMs) to acquire extensive commonsense knowledge wit...
Related: #Visual Integration -
🇺🇸 Reasoning models struggle to control their chains of thought, and that’s good
[USA]
OpenAI introduces CoT-Control and finds reasoning models struggle to control their chains of thought, reinforcing monitorability as an AI safety safeguard.
Related: #Cognitive Limitations
Key Entities (3)
- Artificial intelligence (1 news)
- Abductive reasoning (1 news)
- Large language model (1 news)
About the topic: AI Reasoning
The topic "AI Reasoning" aggregates 10+ news articles from various countries.