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Sampling Without Data is Now Scalable: Meta AI Releases Adjoint Sampling for Reward-Driven Generative Modeling

Data Scarcity in Generative Modeling Generative models traditionally rely on large, high-quality datasets to produce...

Salesforce AI Introduces CRMArena-Pro: The First Multi-Turn and Enterprise-Grade Benchmark for LLM Agents

AI agents powered by LLMs show great promise for handling complex business tasks, especially in...

Sakana AI Introduces Text-to-LoRA (T2L): A Hypernetwork that Generates Task-Specific LLM Adapters (LoRAs) based on a Text Description of the Task

Transformer models have significantly influenced how AI systems approach tasks in natural language understanding, translation...

SafeMT: Multi-turn Safety for Multimodal Language Models

arXiv:2510.12133v1 Announce Type: new Abstract: With the widespread use of multi-modal Large Language models (MLLMs)...

SAEMark: Multi-bit LLM Watermarking with Inference-Time Scaling

arXiv:2508.08211v1 Announce Type: new Abstract: Watermarking LLM-generated text is critical for content attribution and misinformation...

Sacred or Synthetic? Evaluating LLM Reliability and Abstention for Religious Questions

arXiv:2508.08287v1 Announce Type: new Abstract: Despite the increasing usage of Large Language Models (LLMs) in...

s3: The new RAG framework that trains search agents with minimal data

S3 decouples RAG search from generation, boosting efficiency and generalization for enterprise LLM applications with...

Rubrics as Rewards (RaR): A Reinforcement Learning Framework for Training Language Models with Structured, Multi-Criteria Evaluation Signals

Reinforcement Learning with Verifiable Rewards (RLVR) allows LLMs to perform complex reasoning on tasks with...

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