“Benchmark 用に AI モデルを使える Quota が付与されているのでドシドシ使った方が良い”

“This article discusses the development or use of a benchmark called MoReBench, designed to evaluate the moral reasoning capabilities of AI systems.”

“"This article provides a valuable benchmark of SLMs for the Japanese language, a key consideration for developers building Japanese language applications or deploying LLMs locally."”

“Meet Qira, a personal ambient intelligence system that works across your devices.”

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“N/A (Article link only provided)”

“Current audio evaluation faces three major challenges: (1) audio evaluation lacks a unified framework, with datasets and code scattered across various sources, hindering fair and efficient cross-model comparison”

“AEF-based models generally exhibit strong performance on all tasks and are competitive with purpose-built RS-ba”

“Our findings reveal that the best detector is highly dependant on the total number of faulty examples in the training dataset, with additional healthy examples offering insignificant benefits in most cases.”

“Surprising Claude with historical, unprecedented international incidents is somehow amusing. A true learning experience.”

“Zuckerberg subsequently "sidelined the entire GenAI organisation," according to LeCun. "A lot of people have left, a lot of people who haven't yet left will leave."”

“The authors' method enables simulations of bosonic quantum mixtures with substantially larger bond dimensions than previous works.”

“DarkEQA isolates the perception bottleneck by evaluating question answering from egocentric observations under controlled degradations, enabling attributable robustness analysis.”

“The framework creates the image-encoding state using a unitary gate, which can later be transpiled to target quantum backends.”

“RAIR presents sufficient challenges even for GPT-5, which achieved the best performance.”

“The best-performing MLLM achieves only 58.0% accuracy.”

“Even the top-performing OpenAI-GPT-5.1 achieves only 62.07% accuracy, and model performance displays a clear gradient distribution.”

“Splatwizard provides an easy-to-use framework to implement new 3DGS compression model and utilize state-of-the-art techniques proposed by previous work.”

“The paper highlights that reasoning-specialized models consistently outperform general-purpose counterparts, indicating the importance of specialized architectures for legal reasoning.”

“The evaluation employs a dynamic sandbox environment that presents agents with candidate tool lists containing distractors, thereby testing their tool selection and discrimination abilities.”

“The study focuses on atomic calculations employing noninteger Slater-type orbitals. Analytic derivatives of the energy functional are not readily available for these orbitals.”

“USF-MAE achieved the highest performance across all evaluation metrics, with 90.57% accuracy, 91.15% precision, 90.57% recall, and 90.71% F1-score.”

“LLMs comprehensively fail at the quantitative task of predicting financial KPIs in a zero-shot setting.”

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“PhyAVBench explicitly evaluates models' understanding of the physical mechanisms underlying sound generation.”

“The study compares the performance of four experimental groups, grouping by the intense usage of KYC, benchmarking them against the Normalized Discounted Cumulative Gain (nDCG) metric.”

“The paper provides a quantitative framework for selecting effective free energy estimation strategies in condensed-phase systems.”

“Current systems are nominally promptable yet underuse readily available side information.”

“The evaluation protocol jointly measures average accuracy, average cost, and throughput, and builds a ranking score from the harmonic mean of normalized cost and accuracy to enable comparison across router configurations and cost budgets.”

“The proposed approach achieves up to 16% relative improvement in accuracy and 20% in F1-score compared to standard self-detection methods and SelfCheckGPT.”

“The paper reveals that existing IMDL models, while performing well in their original settings, exhibit systemic failures and significant performance degradation when evaluated under the designed protocols that simulate real-world generalization scenarios.”

“AVOID consists of a large set of unexpected road obstacles located along each path captured under various weather and time conditions.”

“The main findings is that when running certain models partially offloaded to GPU, some models perform much better on Vulkan than CUDA”

“PathoSyn provides a mathematically principled pipeline for generating high-fidelity patient-specific synthetic datasets, facilitating the development of robust diagnostic algorithms in low-data regimes.”

“Cogniscope enables systematic investigation of multimodal cognitive markers and offers the community a benchmark resource that complements real-world validation studies.”

“"The real failure mode isn’t bad outputs, it’s this drift hiding behind fluent responses."”

“"The real failure mode isn’t bad outputs, it’s this drift hiding behind fluent responses."”

“TabiBERT attains 77.58 on TabiBench, outperforming BERTurk by 1.62 points and establishing state-of-the-art on five of eight categories.”

“Even advanced search-augmented models like GPT-5.1 (w/ Search) achieve only 15.24% accuracy.”

“FLOW is intended as a controlled experimental environment rather than a proxy for observed human populations, supporting exploratory analysis, methodological development, and benchmarking where real-world data are inaccessible.”

“The VIE approach is a valuable methodological scaffold: It addresses SC-HDM and simpler models, but can also be adapted to more advanced ones.”

“MUSON adopts a structured five-step Chain-of-Thought annotation consisting of perception, prediction, reasoning, action, and explanation, with explicit modeling of static physical constraints and a rationally balanced discrete action space.”

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“Accounting for concepts such as locality and globality can be more relevant for achieving accurate results than adopting specific sequence modeling layers and that simple, well-designed forecasting architectures can often match the state of the art.”

“TravelBench offers a practical and reproducible benchmark for advancing LLM agents in travel planning.”

“The paper reveals an apparent difficulty hierarchy, with Line-level tasks easiest and Class-level most challenging.”

“The paper reveals critical limitations of state-of-the-art VLAs, including a strong tendency toward memorization over generalization, asymmetric robustness, a lack of consideration for safety constraints, and an inability to compose learned skills for long-horizon tasks.”

“Share what your favorite models are right now and why.”

“What are 7b, 20b, 30B parameter models actually FOR?”

“Sparsity emerges naturally when continued participation becomes a dominated strategy at equilibrium.”