Recently, Huike Co., Ltd. and E Ink Technology officially signed a joint development agreement. This collaboration will deeply integrate Huike’s advantages in the entire display industry chain with E Ink’s cutting-edge electronic paper technology, focusing on breaking through the research and mass production bottlenecks of large-size electronic paper. The aim of this partnership is to … Read more
Today, let’s delve into a seemingly basic yet often overlooked topic — what exactly happens from the moment you press the reset button until your <span>main()</span> function begins execution? Startup Process Overview: The Journey of System Awakening Imagine your MCU as a robot just awakened. It needs to get dressed (load the stack), understand its … Read more
On September 10, 2022, updated data from the open-label, multicenter Phase II DESTINY-Gastric02 study were presented at the ESMO conference, showing that DS-8201 demonstrated sustained clinical benefits and acceptable safety in patients with locally advanced or metastatic HER2-positive gastric cancer or gastroesophageal junction (GEJ) cancer who had previously received trastuzumab-based therapy. The study included 79 … Read more
The selection of chips under the integrated architecture (central + regional architecture) has shifted from a single performance competition to a systematic design. Engineers need to break free from traditional thinking, starting from the overall vehicle architecture, balancing the centralization of computing power with the distributed needs of regional control.With the advent of the smart … Read more
Why do multi-agent LLM systems fail? Abstract Despite the growing enthusiasm for multi-agent systems (MAS), which consist of multiple LLM agents collaborating to complete tasks, their performance improvements in popular benchmark tests remain minimal compared to single-agent frameworks. This gap highlights the necessity of analyzing the challenges that hinder the efficiency of MAS. In this … Read more
1. Introduction to the Library In real life, many classification problems are not simple single-label classifications. For example, in news article classification, an article may belong to both the “Technology” and “Business” categories; in image tagging, a picture may contain multiple tags such as “Person”, “Landscape”, and “Animal”. Traditional single-label classification algorithms cannot effectively handle … Read more
The ‘Multi-Journal Submission’ ModelMay Become the Mainstream of Future JournalsMay Become the Mainstream of Future Journals Introduction In the traditional submission model, “Single-submission”, authors often have to go through a long and repetitive cycle: selecting a target journal, submitting the manuscript, waiting for initial review results, and if rejected, reselecting a journal, resubmitting, and waiting … Read more
Research Background image.png|550 Research Question The problem this paper aims to address is the minimal performance improvement of Multi-Agent Large Language Model (LLM) systems (referred to as MAS) compared to single-agent frameworks. Despite the potential of MAS in handling complex multi-step tasks and interacting with dynamic environments, their accuracy or performance improvements remain limited in … Read more
“Two Heads are Better Than One” (两个脑袋比一个好/双Agent更优) is an old saying in English. Researchers of the MAS-TTS framework have creatively applied this simple wisdom to LLMs, enabling multiple agents to collaborate like an expert think tank. Experimental data strongly demonstrates that in the face of complex problems, multi-agent systems achieve 60.0% performance, significantly outperforming single … Read more
——–· Introduction ·——– Emotion Support Conversation (ESC) is an emerging and challenging task aimed at alleviating emotional distress. Previous studies often struggle to maintain smooth transitions in dialogues due to their failure to capture fine-grained transition information in each turn of the conversation. To address this issue, this paper proposes modeling the turn-level state transitions … Read more