…to advance the development of more robust and adaptable LLM-based agents. View arXiv page View PDF GitHub 27 Add to collection Community We introduce Skills-Coach, a novel automated framework designed…
…and beyond, is crucial for advancing LLM research, as poor configuration choices can waste substantial computational resources and prevent models from realizing their full potential. Prior automated methods are designed for low…
… AI-generated summary LLM/VLM-based digital agents have advanced rapidly thanks to scalable sandboxes for coding, web navigation, and computer use, which provide rich interactive training grounds. …
… Generated by Qwen/Qwen2.5-Coder-32B-Instruct While GUI agents have advanced rapidly, they often lack the robustness to recover from their own errors, hindering real-world deployment. …
…Evaluating and Advancing Retrievers in Agentic Search Systems Published on May 5 Submitted by Yilun Zhao on May 7 Yale University Authors: Yilun Zhao , , Tingyu Song , , , Abstract Researchers introduce BRIGHT-Pro, an…
… AI-generated summary Large multimodal models LMMs have rapidly advanced in perception and reasoning; however, it remains unclear whether these capabilities generalize to discovering visually grounded solutions in open-ended environments, beyond pattern recognition. …
Papers arxiv:2604.24977 A Survey on LLM-based Conversational User Simulation Published on Apr 27 Submitted by Franck Dernoncourt on Apr 30 Authors: , , , , Franck Dernoncourt , , , , , , , , , , , , , , , , , Abstract Large language models have significantly advanced conversational user simulation … …
… Specifically, 3DCodeBench evaluates how effectively 12 advanced VLMs can serve as procedural 3D modelers by translating text and image references into procedural code for 3D modeling software . …
… Our analysis of failure cases from advanced models suggests a long-tail pattern in GUI operations , where a relatively small fraction of complex and diverse interactions accounts for a disproportionate share of task failures. …
…Nemotron 3 Nano Omni delivers consistent accuracy improvements over its predecessor, Nemotron Nano V2 VL, across all modalities, enabled by advances in architecture, training data and recipes. This is an automated message…