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5 days ago

Prefix-Tuning for Arbitrary Output Sequences on Pretrained Transformers

arXiv:2610.24123v1 Announce Type: new Abstract: Prefix-tuning is a parameter-efficient fine-tuning method for large language models (LLMs) that steers model outputs by prepending task-specific prefix representations to the input sequence. Despite its practical success, the…

5 days ago

AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models

arXiv:2610.01560v2 Announce Type: replace Abstract: Model intelligence and fast response jointly shape the quality of interaction with speech language models, yet remain difficult to achieve together. Explicit chain-of-thought (CoT) improves reasoning and audio understanding,…

5 days ago

'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions

arXiv:2606.04906v2 Announce Type: replace Abstract: Although it is generally agreed that AI-generated text poses a broad societal risk, there is no common understanding in the AI-generated text detection literature on what constitutes harmful use.…

5 days ago

Eliciting Weak-to-Strong Generalization with On-Policy Reverse Distillation

arXiv:2609.08798v2 Announce Type: replace-cross Abstract: Weak-to-strong generalization asks whether stronger models can learn from weaker supervisors and surpass them. This is particularly important for successive model generations and multi-domain consolidation, where frontier-scale post-training from…

5 days ago

Pushing the Frontier of Black-Box LVLM Attacks via Fine-Grained Detail Targeting

arXiv:2602.17645v2 Announce Type: replace-cross Abstract: Black-box adversarial attacks on Large Vision-Language Models (LVLMs) are challenging due to missing gradients and complex multimodal boundaries. Prior state-of-the-art transfer-based approaches such as M-Attack match local crops between…

5 days ago

Narrow Decision Models: A System-1 Architecture for Calibrated, Typed Decisions

arXiv:2610.25553v1 Announce Type: cross Abstract: System One models, introduced with TypeSafe's Jev, answer typed questions about a state with calibrated probabilities instead of generated text: choosing among options described in natural language (Choice), placing…

5 days ago

PLANE: Plug-and-Play Fine-Grained Visual Experts for Hallucination Mitigation in Large Vision-Language Models

arXiv:2610.25146v1 Announce Type: cross Abstract: Large Vision-Language Models (LVLMs) commonly suffer from hallucinations, which appear as fabricating non-existent objects or outputting incorrect attributes and spatial relationships in images. Previous works empirically indicate that CLIP-style…

5 days ago

Inception Releases Mercury 3 Diffusion LLM at 1,068 Tokens per Second

Inception released Mercury 3, a diffusion LLM it says runs at 1,068 tokens per second with a 1M-token context. On Inception’s own table it leads GPT-6 Luna and Claude Haiku 5.5 on 8 of…

5 days ago

Mamdani says feds have abdicated on AI, urges New Yorkers to push back

Mayor Zohran Mamdani said Monday night that New Yorkers must resist the narrative that an AI takeover is inevitable and demand regulations that protect the public and put power back in their hands.

5 days ago

Meet Drex Max: Nace AI’s Multimodal Decision Model for Computer-Use Agents with a Score 67.59

Nace AI released Drex Max, a multimodal decision model that reads text and screenshots and returns calibrated probabilities. Nace reports 67.59 on Decision Index 0.3.2 at $0.06 per 1M input tokens. The post Meet…

5 days ago

OpenAI acquires Orchestra Bio

OpenAI is acquiring Orchestra Bio to bring AI-powered operations to life sciences R&D, helping biopharma teams accelerate drug development and advance new treatments.