…integrity verification , result-to-claim mapping , and claim auditing that cross-checks manuscript statements against the claim ledger and raw evidence, as well as a five-pass scientific-editing pipeline , mathematical-proof…
…Mikhail Menschikov , , , , , , , , , , Abstract PersonalAI 2.0 enhances LLM-based systems through external knowledge graph integration with dynamic multistage query processing and adaptive information search mechanisms. AI-generated summary We introduce PersonalAI 2…
…Qihang Fan , , , , Abstract UniPrefill is a prefill acceleration framework that works across various model architectures and integrates seamlessly with vLLM to improve long-context inference efficiency. AI-generated summary As large language…
…UniSD systematically addresses challenges in autoregressive language model adaptation through integrated mechanisms for supervision reliability, representation alignment, and training stability. AI-generated summary Self-distillation (SD) offers a promising path for adapting…
…PlantMarkerBench provides a challenging and reproducible evaluation framework for literature-grounded biological evidence attribution and supports future research on trustworthy scientific information extraction and AI-assisted plant biology. View arXiv page View…
…AI lies not in speed or raw inference but in the ability of information to certify, monitor, adapt, and re-broadcast itself against distortion. Literature Review Quantum-resistant cryptography and integrity sealing…
…introduced, featuring a Python API, procedural data pipeline, and MCP integration to enable controllable and interactive environments for vision system development and evaluation. AI-generated summary While self-supervised pretraining has reduced…
…and logical thought? We explore the powerful synergy between World Models (concrete reasoning) and Large Language Models (abstract reasoning). By integrating these two paradigms, we unlock a new level of multimodal AI…
…Second, we introduce intra-ViT early compression, which reduces tokens in shallow ViT layers and substantially lowers visual-encoding FLOPs while preserving downstream performance. By integrating intra-ViT compression into the slice…
…AI-generated summary Integrating molecular, morphological, and clinical data is essential for basic and translational biomedical research, yet systematic frameworks for jointly modeling these modalities remain limited. Here we present Haiku, a…