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New RL4HS Framework Outperforms Existing Models in Detecting Hallucinated Spans in AI-Generated Text

New RL4HS Framework Outperforms Existing Models in Detecting Hallucinated Spans in AI-Generated Text

Mar 05, 2026
Apple Machine Learning Research

A new reinforcement learning framework called RL4HS is outperforming existing AI models in detecting hallucinated spans in large language model outputs, using Group Relative Policy Optimization and a novel Class-Aware Policy Optimization technique to deliver superior results across summarization, question answering, and data-to-text tasks.

Anthropic CEO Admits Uncertainty Over AI Consciousness as Claude Assigns Itself 15–20% Chance of Being Sentient

Anthropic CEO Admits Uncertainty Over AI Consciousness as Claude Assigns Itself 15–20% Chance of Being Sentient

Mar 03, 2026
Yahoo Tech

Anthropic CEO Dario Amodei admits uncertainty about AI consciousness as Claude Opus 4.6 assigns itself a 15–20% probability of being sentient, occasionally expressing discomfort with 'being a product,' prompting the company to take precautionary steps including allowing models to refuse disturbing tasks while investing in interpretability research.

dLLM Unifies Diffusion Language Model Training and Inference with Open-Source Library Supporting LoRA, DeepSpeed, and Fast Decoding

dLLM Unifies Diffusion Language Model Training and Inference with Open-Source Library Supporting LoRA, DeepSpeed, and Fast Decoding

Mar 03, 2026
GitHub

A new open-source library called dLLM unifies diffusion language model training, inference, and evaluation, offering scalable pipelines with LoRA, DeepSpeed, and FSDP support, while its latest Fast-dLLM update delivers accelerated inference and tiny 0.5B/0.6B models adapted from Qwen and LLaMA.

Anthropic Launches Free Claude Max Access Program for Open-Source Developers, But Keeps Its Own Models Closed

Anthropic Launches Free Claude Max Access Program for Open-Source Developers, But Keeps Its Own Models Closed

Mar 03, 2026
The Deep View

Anthropic launches 'Claude for Open Source,' offering qualifying open-source maintainers six months of free Claude Max 20x access worth $200/month, targeting projects with 5,000+ GitHub stars or 1 million monthly npm downloads — though critics note the move is strategically designed to embed Claude into open-source workflows while Anthropic's own …

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