Tracked topic
Large language models are machine learning models trained to predict and generate text and other language-based outputs.
…Fine-tuning a 4-billion-parameter LLM on BioTool yields substantial improvements in biomedical tool-calling performance, outperforming cutting-edge commercial LLMs such as GPT-5.1. Furthermore, human expert evaluations demonstrate…
Papers arxiv:2605.13941 EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents Published on May 13 Submitted by JiaqiLiu on May 15 Authors: Jiaqi Liu , , , , , , Abstract EvolveMem enables adaptive memory…
…AI-generated summary Watermarking for large language models (LLMs) is a promising approach for detecting LLM-generated text and enabling responsible deployment. However, existing watermarking methods are often vulnerable to semantic-invariant…
…In this paper, we formalise deployment-time learning (DTL) as the third stage in the LLM lifecycle that enables LLM agents to improve from experience during deployment without modifying model parameters. We…
…A Library-OS-Inspired Runtime for Long-Running, Capability-Controlled LLM Agents Published on Jun 2 Submitted by Yingqi Zhang on Jun 4 Tsinghua University Authors: Yingqi Zhang Abstract Agent libOS provides…
…Meno and Friends in a Judge-Orchestrated LLM Ensemble for Faithful Multi-Turn Response Generation Published on May 6 Submitted by Ivan Bondarenko on May 8 Novosibirsk State University Authors: Ivan Bondarenko…
…AI-generated summary Large Language Model (LLM) Red-Teaming, which proactively identifies vulnerabilities of LLMs, is an essential process for ensuring safety. Finding effective and diverse attacks in red-teaming is important…
…Text World Models for LLM-based Agents Published on Jun 8 Submitted by Yixia Li on Jun 10 NLP Group in SUSTech Authors: Yixia Li , , , , , , , , , , , , , , , Abstract Text world models serve as transition…
…Intent Understanding, Dataset, Benchmark, LLM, Evaluation, Intentional Fine-Tuning Abstract: Accurately understanding the intent behind speech, conversation, and writing is crucial to the development of helpful Large Language Model (LLM) assistants. We…
…AI-generated summary Long-context large language models (LLMs)-for example, Gemini-3.1-Pro and Qwen-3.5-are widely used to empower many real-world applications, such as retrieval-augmented…