arXiv:2608.12585v1 Announce Type: new Abstract: Improving reasoning LLMs requires the ability to judge the quality of long reasoning traces for effective…
Tag: AI
DiG-bench: Discovery in Games
arXiv:2608.12593v1 Announce Type: new Abstract: Discovery—formulating novel generalizations—is a central part of the scientific process. Despite its…
Dead text or binding clause? Measuring and restoring constraint influence in black-box LLM dialogues
arXiv:2608.12599v1 Announce Type: new Abstract: Multi-turn dialogues let users revoke constraints as easily as impose them, but revocation does not…
Auditable agentic AI for evidence-grounded thyroid ultrasound diagnosis and reporting
arXiv:2608.12590v1 Announce Type: new Abstract: Thyroid ultrasound diagnosis requires coordinated lesion localization, measurement, risk stratification…
AI coding startup Cognition reportedly already in talks to raise at $40B valuation
Cognition may be looking to raise another mega round just a few months after raising $1 billion at a $26 billion valuation.
Trie Automata for Constrained Decoding over Large Finite Sets
arXiv:2608.12574v1 Announce Type: new Abstract: Large language models increasingly need to generate structured outputs that conform to predefined schemas,…
Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents
arXiv:2608.12476v1 Announce Type: new Abstract: Long-term agent memory is usually treated as select–store–retrieve, but retrieval does not decide…
MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents
arXiv:2608.12428v1 Announce Type: new Abstract: Memory is a core component of AI agents, enabling them to accumulate experience, maintain personalization,…
Researchers can now reverse-engineer LLM prompts from output text with near-perfect accuracy
Researchers at IIT Bombay and Adobe Research have built an inverse language model that reconstructs the original prompt from an LLM’s output with…
$\varepsilon$-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution
arXiv:2608.12522v1 Announce Type: new Abstract: LLM-based program evolution systems such as FunSearch and AlphaEvolve have shown strong ability to…