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This paper addresses two critical bottlenecks in Retrieval-Augmented Generation: flawed measurement of evidence utilization and suboptimal
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Policy optimization for LLMs faces a stability-exploration trade-off mediated by Policy-KL regularization, which constrains response behavior and consumes the exploration budget when enforced, yet leaves optimization wit…
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This paper investigates the vulnerability of search-augmented LLMs to content pollution through Generative Engine Optimization (GEO), where manipulated web pages can cause these systems to recommend fake products. The au…
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The paper introduces SparsePR, a training-free block-sparse attention mechanism for video transformers that addresses limitations in existing sparse attention by analyzing how partition geometry affects pooled support an…
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A user on the r/LocalLLM subreddit is inquiring about the hardware requirements necessary to run the Qwen 3.8 27b model. The post seeks community advice on whether their specific, though unspecified, system specification…
→ View original sourceQwen 3.8 27B has achieved the 9th position on the Code Arena leaderboard. In contrast, Gemma 4 31B is currently ranked 80th. Read original
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This is a Plain English Papers summary of a research paper called How Cross-Model Compatibility Lets Attackers Extract Proprietary LLM Reasoning Traces. If you like these kinds of analyses, you can fi
→ View original sourceOpenHuman is a personal AI superintelligence project by tinyhumansai that builds a local-first memory of the user's life and orchestrates agent fleets and workflows for deep research. It is designed as a personal brain t…
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The user attempted to install an RX 7900 XT into a Lenovo M910Q but BIOS restrictions prevented it, so they surgically converted a Lenovo Yoga laptop into an external GPU rig using an ADT‑Link and a 750 W DeepCool PSU. T…
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→ View original sourceReposting here after sharing this on [ r/MachineLearning ]( r/MachineLearning ) a few days ago, where it got a much better response than I expected (300+ upvotes, great questions, zero roasting) G
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