#open-source-llms News & Analysis

2 articles tagged with #open-source-llms. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · 3d ago6/10

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Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs

Researchers propose Budget-Guided MCTS, a tree-search algorithm that optimizes large language model inference by dynamically adjusting exploration and refinement strategies based on remaining token budgets. The method addresses a practical deployment challenge where fixed computational budgets vary across use cases, outperforming budget-agnostic approaches on mathematical and physics reasoning tasks.

AIBearisharXiv – CS AI · Feb 276/107

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Analysis of LLMs Against Prompt Injection and Jailbreak Attacks

Researchers evaluated prompt injection and jailbreak vulnerabilities across multiple open-source LLMs including Phi, Mistral, DeepSeek-R1, Llama 3.2, Qwen, and Gemma. The study found significant behavioral variations across models and that lightweight defense mechanisms can be consistently bypassed by long, reasoning-heavy prompts.