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A new arXiv preprint proposes Flexible Self-Consistency, a method that estimates how uncertain a language model is about a question and adjusts the number of sampled reasoning paths. The authors report token savings of up to 76% while maintaining accuracy comparable to standard self-consistency across various…
A new preprint describes FireRedAudio, a 9-billion-parameter audio language model that combines audio understanding, multilingual speech recognition, speech synthesis and speech editing through separate continuous representations.
The New Stack reports that Shopify CEO Tobi Lütke threatened to ban Claude Code because it does not natively read AGENTS.md, creating extra synchronization work for teams using multiple coding agents.
A study of eight language models finds that conventional semantic metrics can make AI systems appear more reliable than they are in safety-critical air-traffic-control communication.
A new arXiv preprint reports that quantizing large language models can affect Bangla understanding unevenly: GPT-OSS lost up to 57.35% accuracy on reasoning-heavy tasks in one format, while Qwen and LLaMA were generally more stable.
Monthly Mixing reports that Adobe has launched three Firefly audio-generation tools: Generate Music, Generate Speech and Generate Sound Effects, alongside new Firefly AI Assistant features and support for Google’s Gemini Omni Flash.
A new arXiv preprint finds that sparse and correlated datasets make multilingual embedding-model rankings less reliable across Slavic languages, and proposes an evidence-strength measure for interpreting benchmark results.
A new arXiv preprint proposes FARCA, a reinforcement-learning method that assigns factual supervision to specific tokens and discounts evidence judged unreliable. The authors report improved factuality across multiple benchmarks while preserving general reasoning, but the source provides no numerical results or…
Linuxiac reports that Shadowfetch Linux 3.0 introduces Fireline, a set of sandboxing, checkpoint, audit and controlled-tool features for autonomous coding agents. The source does not independently verify the system’s security or performance claims.
A new arXiv preprint proposes an AI-based method for measuring how strongly job titles and skills are associated with digital work. Applied to millions of Dutch job profiles, the method identifies uneven digitalization and pathway-dependent movement toward digital occupations.
An arXiv preprint reports that five large language models changed harmful-content classifications across Urdu scripts and English translations, revealing a measurable “Missed-in-Urdu” safety gap.
A four-month deployment study found that an AI system's ability to recall past facts did not predict user satisfaction or whether it naturally used those facts in conversation.
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