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21,049 AI articles curated from 50+ sources with AI-powered sentiment analysis, importance scoring, and key takeaways.

21049 articles
AINeutralarXiv – CS AI · Apr 76/10
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Position: Science of AI Evaluation Requires Item-level Benchmark Data

Researchers argue that current AI evaluation methods have systemic validity failures and propose item-level benchmark data as essential for rigorous AI evaluation. They introduce OpenEval, a repository of item-level benchmark data to support evidence-centered AI evaluation and enable fine-grained diagnostic analysis.

AIBullisharXiv – CS AI · Apr 76/10
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VERT: Reliable LLM Judges for Radiology Report Evaluation

Researchers introduced VERT, a new LLM-based metric for evaluating radiology reports that shows up to 11.7% better correlation with radiologist judgments compared to existing methods. The study demonstrates that fine-tuned smaller models can achieve significant performance gains while reducing inference time by up to 37.2 times.

AINeutralarXiv – CS AI · Apr 76/10
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When Adaptive Rewards Hurt: Causal Probing and the Switching-Stability Dilemma in LLM-Guided LEO Satellite Scheduling

Research reveals that adaptive reward mechanisms in AI-guided satellite scheduling systems actually hurt performance, with static reward weights achieving 342.1 Mbps versus dynamic weights at only 103.3 Mbps. The study found that fine-tuned LLMs performed poorly due to weight oscillation issues, while simpler MLP models achieved superior results of 357.9 Mbps.

AINeutralarXiv – CS AI · Apr 76/10
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Selective Forgetting for Large Reasoning Models

Researchers propose a new framework for 'selective forgetting' in Large Reasoning Models (LRMs) that can remove sensitive information from AI training data while preserving general reasoning capabilities. The method uses retrieval-augmented generation to identify and replace problematic reasoning segments with benign placeholders, addressing privacy and copyright concerns in AI systems.

AINeutralarXiv – CS AI · Apr 76/10
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Rashomon Memory: Towards Argumentation-Driven Retrieval for Multi-Perspective Agent Memory

Researchers propose Rashomon Memory, a new AI agent memory architecture where multiple goal-conditioned agents maintain parallel interpretations of the same events and negotiate through argumentation at query time. The system allows AI agents to handle conflicting perspectives on experiences rather than forcing a single interpretation, using Dung's argumentation semantics to determine which proposals survive retrieval.

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