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Uneven progress in hadith computational science: data resources expanded, segmentation tasks matured, narrator and source-verification problems better formalized, and LLM-assisted workflows now support corpus-scale enrichment; Progress constrained by narrow corpora, weak benchmark comparability, synthetic-to-real transfer gaps, narrator identity resolution, preprocessing fragility, limited reproducibility, and sparse expert-grounded validation

██████████ 0.9 hallucination-grounding Peer-reviewed

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Autonomous research agents can produce publication-grade manuscripts with substantive physics findings when grounded through systematic literature calibration; Altermagnetic piezomagnetism exhibits novel physical properties discoverable through autonomous first-principles computation

██████████ 0.9 hallucination-grounding Preprint

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Risk-based regulatory frameworks for AI systems require systematic risk assessment methodologies; AI-related risks span technical failures, ethical impacts, and social consequences

██████████ 0.8 alignment-safety Preprint

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Standard MLLMs struggle with panoramic properties including severe polar distortion and continuous cylindrical topologies, degrading target detection accuracy; Existing panoramic search methods rely heavily on fragmented local viewpoints with rigid initialization and lack of global panoramic priors, leading to myopic exploration

██████████ 0.8 multimodal-understanding Preprint

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CPU-only inference on 16 EPYC cores is viable for 26B MoE models with prompt mass as dominant latency driver, not model size; Thinking-Bleed phenomenon: enforcing JSON grammar on thinking-enabled models causes output migration to internal thinking channel, resolved by per-call thinking path disabling

██████████ 0.8 efficiency-scaling Peer-reviewed

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Hidden evidence-use forgetting occurs where answer accuracy is retained while multimodal grounding shifts to different or less reliable evidence channels; Standard continual learning metrics measuring answer correctness fail to detect degradation in how evidence is used across visual, textual, OCR, chart, and document modalities

██████████ 0.9 hallucination-grounding Preprint

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NEUROSYMLAND achieves 61 successful landing assessments out of 72 simulated scenarios, outperforming four baselines (37-57 successes); Symbolic reasoning contributes only a small fraction of end-to-end latency; perception and probabilistic semantic scene graph (PSSG) construction dominate computational cost

██████████ 0.8 embodied-ai Preprint

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Current image generation models fail on knowledge-intensive diagrams requiring disciplinary concepts, symbolic structure, and precise spatial relations; Large-scale structured academic visual data enables transition from aesthetic plausibility toward verifiable knowledge-grounded visual creation

██████████ 0.8 hallucination-grounding Preprint

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State-of-the-art agents achieve up to 77.5% success rate on test generation and 74.6% on test update tasks; Success rate is materially lower on most recent benchmark tasks, indicating potential data leakage or distribution shift issues

██████████ 0.8 agent-tool-use Preprint

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Three open instruction-tuned LLMs exhibit distinct policies under skeptical pressure: reactive assertion (Llama-3.1-8B), surface hedging (Qwen2.5-7B), and non-response (Mistral-7B); Models do not exhibit sycophantic retreat toward false balance on consensus science (climate, vaccines, evolution)

██████████ 0.9 alignment-safety Preprint

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