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9 ceritaInovasi
Enhanced Fuzzy Logic Model for Power Transformer Fault Diagnosis Using IEEE Key Gas Method Improvements
This study presents an enhanced model combining Fuzzy Logic with the IEEE Key Gas Method (FL-KGM) that introduces refined membership functions, optimized fuzzy rule sets, and a novel separation of CO and CO2 to eliminate diagnostic inconsistencies.arxiv.orgInovasi
New preprint reports gains from looped language models in multi-step tool calling
An arXiv study evaluates looped and conventional language models on three tool-calling benchmarks, reporting stronger results on workflows that require multiple dependent API calls and a potentially more efficient adaptive-computation approach.arxiv.orgInovasi
Adversarial Review tests structured disagreement for agentic code review
A new arXiv paper proposes a three-agent code-review protocol in which a reviewer evaluates an agent’s code and a critic audits that review before edits are made. The authors report improved benchmark results over tested baselines, while also identifying false consensus as a failure mode.arxiv.orgInovasi
ArXiv study reports large Roman Urdu hate-speech gains from LoRA adaptation
An arXiv preprint compares zero-shot and parameter-efficient fine-tuning for hate-speech detection in Roman Urdu. The authors report that LoRA adaptation raised F1 performance from 0.56 to above 0.93 on a corpus containing more than 72,000 annotated comments.arxiv.orgKeamanan
Preliminary FraudBench test finds banking agents vulnerable to adaptive fraud
An arXiv paper introduces FraudBench, a benchmark for testing whether tool-using banking agents can detect fraud that unfolds across conversations. In a preliminary single-trial evaluation, four agents scored 49% to 65% on attack security.arxiv.orgInovasi
Apple researchers report scaling law for training models with scarce data
A study of more than 2,000 language-model training runs says scarce target data can be repeated 15–20 times in mixtures, with the best rate varying by scale and compute.machinelearning.apple.comInovasi
Apple Researchers Propose Lexical Substitutions to Improve Multilingual Model Training
Apple researchers describe LINK, a pretraining intervention that replaces selected English words with word-level translations from a target language. The paper reports improvements across eight languages and five model sizes, including up to a twofold speedup in reaching equivalent downstream performance.machinelearning.apple.comKebijakan
Position paper calls for certification before AI agents make market decisions
A position paper reports tacit collusion by DeepSeek-R1 agents in a simulated Bertrand pricing market, even after human prompts against collusion. It argues that observed-behavior certification should precede deployment of reasoning agents in economic markets; the evidence and safeguards remain preliminary.arxiv.orgInovasi
Systematic review maps the growing use of large language models in mental health
A systematic review surveys how large language models are being studied for mental-health analysis, risk assessment, therapy support and multimodal monitoring, while stressing unresolved ethical and regulatory challenges.arxiv.org
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