“The core issue was that when two conflicting documents had the exact same reliability score, the model would often hallucinate a 'winner' or make up math just to provide a verdict.”

“ShowUI-$π$ achieves 26.98 with only 450M parameters, underscoring both the difficulty of the task and the effectiveness of our approach.”

“The paper demonstrates the superiority of HaineiFRDM in defect restoration ability over existing open-source methods.”

“ADOPT explicitly models the dependency between each LLM step and the final task outcome, enabling precise text-gradient estimation analogous to computing analytical derivatives.”

“The paper introduces a continuation-based learning framework that combines simplified model pretraining and model homotopy transfer to efficiently generate and refine complex dynamic behaviors.”

“Our method randomly masks a section of the document and uses a natural language inference (NLI)-based contrastive objective to align it with relevant parts while distancing it from unrelated ones.”

“RainFusion2.0 can achieve 80% sparsity while achieving an end-to-end speedup of 1.5~1.8x without compromising video quality.”

“The proposed method outperforms zero forcing (ZF) and maximum ratio transmission (MRT) techniques, particularly in high-interference scenarios, while remaining robust to CSI imperfections.”

“The learned model consistently reduces the discrepancy between quantum and classical solutions beyond what is achieved by ZNE alone.”

“IDT produces view-consistent intrinsic factors in a single forward pass, without iterative generative sampling.”

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“The reduced-order model preserves a semi-discrete energy balance inherited from the full-order model, and avoids the need for additional interface enrichment.”

“The combined framework provides an accurate and physically motivated description of nucleon structure within a controlled model-dependent setting across a wide range of momentum transfers.”

“FLEX-MoE introduces client-expert fitness scores that quantify the expert suitability for local datasets through training feedback, and employs an optimization-based algorithm to maximize client-expert specialization while enforcing balanced expert utilization system-wide.”

“Raven uncovers six new invariant categories absent from existing invariant catalogs, including feature toggles, replay prevention, proof/signature verification, counters, caller-provided slippage thresholds, and allow/ban/bot lists.”

“Dream-VLA achieves top-tier performance of 97.2% average success rate on LIBERO, 71.4% overall average on SimplerEnv-Bridge, and 60.5% overall average on SimplerEnv-Fractal, surpassing leading models such as $π_0$ and GR00T-N1.”

“The paper likely presents a novel approach to ensuring the reliability of LLMs in real-world applications.”

“The paper argues for an eojeol based constituency representation, with morphological segmentation and fine grained part of speech information encoded in a separate, non constituent layer.”

“DeMoGen's ability to disentangle reusable motion primitives from complex motion sequences and recombine them to generate diverse and novel motions.”

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“The research focuses on the impact of silica-based aerosols on stratospheric chemistry.”

“Network-based prediction of drug combinations with quantum annealing”

“The research achieves mask-free latent lip-sync using reconstruction.”

“CycleChart is a Unified Consistency-Based Learning Framework for Bidirectional Chart Understanding and Generation.”

“The research focuses on confidence-based routing, implying that the system decides when to escalate to an expert debate based on its own uncertainty.”

“The research is sourced from ArXiv.”

“The article's context indicates the research focuses on training AI for tennis strategy.”

“The research focuses on characterizing the behavior of promotional Twitter bots.”

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“DESSERT is a diffusion-based model.”

“The research focuses on protecting deep neural network intellectual property.”

“The research focuses on using physics-informed neural operators.”

“The research focuses on FPGA acceleration of secure matrix multiplication with homomorphic encryption.”

“VAAS is a Vision-Attention Anomaly Scoring method.”

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“The article focuses on compiler technology for spatial dataflow architectures.”

“Frame-Based Annotation and Analysis of Moralizing Speech Acts across Diverse Text Genres”

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“The research focuses on cache pollution control.”

“The research focuses on generating 4D human-object interactions.”

“Lyra is a hardware-accelerated RISC-V verification framework with generative model-based processor fuzzing.”

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“The research focuses on the prediction of reactivity ratios.”

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“The article is a research paper, so direct quotes are not available without access to the full text. The core concept is the use of a content-adaptive motion alignment framework.”

“Directional Spectral Analysis: Dimension Reduction for Periodic Elliptic Operators”

“The article's context indicates it's from ArXiv, implying a peer-reviewed research paper.”

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“The paper focuses on advancing cache-based few-shot classification.”