Tracked topic
Large language models are machine learning models trained to predict and generate text and other language-based outputs.
…How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks? Published on Jul 31 Submitted by Dong Yan on Aug 4 Microsoft Authors: Dong Yan , , , , , , Abstract AgentStream evaluates self-evolving LLM…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Reinforcement learning (RL) post-training has shown to improve reasoning in large language models (LLMs). However, there has been little exploration on the problem…
Papers arxiv:2606.11599 When is Your LLM Steerable? Published on Jun 10 Submitted by Chenrui Fan on Jun 15 University of Maryland College Park Authors: Chenrui Fan , , , , Tianyi Zhou Abstract Activation…
…A Survey on the Evolution of LLM Agent Memory Mechanisms Published on May 7 Submitted by Hongzhan Lin on May 11 Authors: , , , , , , , , Abstract Large language model agents rely on memory mechanisms that…
…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…
…Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation Published on Jun 1 Submitted by WENHAO WANG on Jun 2 Authors: , , , , , , , , , , , Abstract MCP-Persona benchmark evaluates agent performance on personalized…
…Lifelong Knowledge Brewing from Strong Teachers to Weak LLM Agents (2026) SPyCE: Skill-Policy Co-evolution for Multimodal Agents (2026) SKILL-KD: Contrastive Skill Distillation for LLM Agents (2026) Experience Memory Graph…
Papers arxiv:2608.09867 Stealing Reasoning Traces from Proprietary LLM APIs Published on Aug 10 Submitted by i on Aug 11 Authors: , , , , , , , Abstract Encrypted reasoning traces shared across sessions and models can…
…A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts Published on Jun 6 Submitted by Xingwei Tan on Jun 9 Authors: , , Xingwei Tan , Abstract Variable-centered empirical graph…