…community can study and build on; uniform diffusion has none. A scratch-pretrained UDLM at scale would provide a clean reference point for studying scaling behavior, generation dynamics , controllability , and trade-offs…
…before deployment, the system can globally explore the workflow design space and construct a reusable set of workflow-level configurations spanning diverse accuracy-latency trade-offs . Drawing inspiration from machine learning compilers…
…models may lack the discriminative power to perfectly separate truths from errors, creating an unavoidable tradeoff between eliminating hallucinations and preserving utility. This tradeoff dissolves under a different framing. If we understand…
…View arXiv page View PDF Add to collection Community If you use an edge device-sized, or self hosted, LM to power your agentic system, you will usually observe subpar performance; on…
…The benchmark validates architecture-level behavior, not live trading performance. View arXiv page View PDF Add to collection Community Financial AI adoption is constrained not by model quality but by cognition friction…
…Yangyi Huang , , , , , , Weiyang Liu Abstract Parameter-efficient fine-tuning methods exhibit varying stability-plasticity trade-offs in preserving pretrained capabilities, with orthogonal fine-tuning showing optimal performance under similar parameter constraints. AI…
…show that our method achieves improved trade-offs among answer correctness, sampling rounds, and total samples required. View arXiv page View PDF Add to collection Community Test-time scaling improves the reasoning…
…Existing safety-alignment signals are largely response-level or off-policy, and often incur a safety-utility trade-off: improving agent safety comes at the cost of degraded task performance . Such sparse…
…This trade-off becomes especially limiting in deep research tasks, where retrieval must be both fast and precise across large, heterogeneous corpora. We introduce MCompassRAG, a metadata-guided retrieval framework that uses…
…View arXiv page View PDF Project page GitHub 21 Add to collection Community Welcome Wow! Genius! Text watermarking is important. I hope that stable research on it gets adopted so that communities…