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Research

Oct 2

16d ago Certainty is not just correctness: reassessing token-level certainty in LLM reasoning arXiv cs.CL → story

16d ago Characterizing a configuration where inference-time PRM-pruned fragment grafting is inert: evidence from three reasoning LMs arXiv cs.AI → story

16d ago Classification based on association rules algorithm for breast cancer arXiv cs.LG → story

16d ago Comedic Fool's Gold: reward exploits and countermeasures in conversational humor explored via embedding-based surprise rewards and fluency filtering; results show word-shuffled replies pass as witty as original jokes arXiv cs.AI → story

16d ago Conflicting supervision moves commitment, not capability; a 12.29σ arrangement effect that is exactly zero under a convention-agnostic score arXiv cs.AI → story

16d ago Constant-memory recall: learned associations in a fixed matrix state arXiv cs.LG → story

16d ago Contingent exposure routing for financial AI: outage risk and the cost of indivisible decisions arXiv cs.LG → story

16d ago ContractRL: shielded group-relative policy optimization for auditable tool-call repair arXiv cs.AI → story

16d ago Data artifact isn’t a shortcut; causal auditing of synthetic RLVR corpora reveals potential leakage between correctness and provenance in GooseReason-0.7M arXiv cs.CL → story

16d ago Dear Dreamer: a free AI-powered platform helps students apply the disciplined entrepreneurship process taught at MIT Entrepreneurship Center. MIT News (AI) → story

16d ago Dissonant ballerinas and crafty carrots: a comparative multi-modal analysis of Italian brain rot arXiv cs.CL → story

16d ago DSB-DG benchmarks document grounding and hallucinations in voice agents across five domains; evaluates context saturation and grounding decay. arXiv cs.CL → story

16d ago Energy time-series imputation with differentially private diffusion models via clipping-aware objective conditioning arXiv cs.LG → story

16d ago EurekaBench: measuring agentic ability to discover new scientific insights arXiv cs.CL → story

16d ago EviGraph: proof-carrying selective recommendation over temporal public-service knowledge graphs arXiv cs.AI → story

16d ago External verification can correct individual outputs but may leave a population in a wrong consensus; the study derives minimum verification fuel to cross a basin boundary under a peak constraint in an asynchronous binary register. arXiv cs.LG → story

16d ago FACET at WMT 2026 Automated Translation Quality Evaluation Task decomposes evaluation into Fluency, Accuracy, and Consistency passes for reference-free MT quality assessment. arXiv cs.CL → story

16d ago Fast Polynomial Transcendentals for LLMs arXiv cs.LG → story

16d ago Fault-tolerant budget conservation in distributed multi-agent delegation arXiv cs.AI → story

16d ago Format-aware fusion for fast FP4 pretraining improves efficiency by co-designing quantization producers with their scale domains and consumer layouts for native MXFP, global NVFP, and cooperative-thread-array-local NVFP arXiv cs.LG → story

16d ago Four ways to grow a classifier and why one of them cannot learn arXiv cs.LG → story

16d ago FourierQK: Filter shape, admissibility and the leakage-coverage law arXiv cs.LG → story

16d ago Generalized Biomedicine Discovery introduces a unified benchmark for long-tail, anomaly, and taxonomy-aware discovery in medical images arXiv cs.LG → story

16d ago Gradient-aligned pair selection for personalized preference optimization arXiv cs.AI → story

16d ago Hidden costs of reading LLM judges from the first token verdict; reading the first generated token distorts position bias under constrained decoding and likelihood scoring, study finds arXiv cs.CL → story

16d ago Holistic assessment of the carbon footprint of Noor, a very large Arabic language model arXiv cs.CL → story

16d ago How many categories are enough? Distribution-free certification limits for few-shot anomaly thresholds arXiv cs.LG → story

16d ago Integrating fairness and explainability in a multi-instance reinforcement learning system arXiv cs.LG → story

16d ago JevSpawn: adaptive agentic inference via compositional action spaces arXiv cs.AI → story

16d ago JusticeAxis benchmarks legal judgment between rigid rule application and ungrounded discretion arXiv cs.AI → story

16d ago K-Dense BYOK is an open-source AI research assistant that runs locally and provides a lab-notebook with hash-chained records for each project. arXiv cs.AI → story

16d ago Knowing when to yield: grounded arbitration of user corrections in text-based embodied agents arXiv cs.AI → story

16d ago Legal text classification in Korean sexual offense cases improves from traditional machine learning to large language models with XAI insights arXiv cs.CL → story

16d ago LLM-as-a-Judge for low-resource languages: adapting Ragas and comparative ranking for Romanian arXiv cs.CL → story

16d ago LLMs struggle to improve longitudinal clinical reasoning by simply adding more history; evaluation compares five context strategies for MedLoCoMo across long-horizon tasks arXiv cs.CL → story

16d ago Mathematical transfer in LLMs follows reasoning approach more than topic arXiv cs.AI → story

16d ago Measuring human-like bias in LLMs? A critique of human-derived bias constructs in LLM evaluation arXiv cs.CL → story

16d ago Measuring the microtask eligibility gap: when is an off-the-shelf SLM enough for an agent harness? arXiv cs.AI → story

16d ago MemBench mitigations halve Stable Diffusion memorization under false-discovery control in memorization audits of generative models arXiv cs.LG → story

16d ago Metric-construction coupling inflates measured synthetic dialect recovery arXiv cs.CL → story

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