Artificially Speaking

The provided text introduces Cognitive Architectures for Language Agents (CoALA), a theoretical framework designed to standardize the development of artificial intelligence systems that use large language models as their core. By drawing parallels be... more

SkillOpt is a novel optimization framework designed to improve the performance of AI agents by treating their skills as a trainable, external text document. Unlike traditional methods that rely on manual prompting or model fine-tuning, this system us... more

The document introduces Vending-Bench, a novel simulated environment designed to evaluate the long-term coherence of autonomous agents powered by Large Language Models (LLMs). The benchmark tasks agents with managing a virtual vending machine busines... more

This research paper explores the capabilities of large language models (LLMs) in competitive programming. It compares the performance of OpenAI's o1 and o3 LLMs, highlighting the significant improvement in performance achieved by o3 through increased... more

This research paper explores using executable Python code as actions for Large Language Model (LLM) agents. The authors introduce CodeAct, a framework enabling LLMs to generate and execute Python code, dynamically adapting actions based on observatio... more

This research paper investigates the effectiveness of ensembling different large language models (LLMs) to improve performance. The authors introduce Self-MoA, a method that aggregates multiple outputs from a single, top-performing LLM, contrasting i... more

This technical report introduces the Qwen2.5-1M series of large language models, significantly enhancing long-context capabilities (up to 1 million tokens) through novel training and inference techniques. Key improvements involve long data synthesis,... more

The Paper details the development and capabilities of MiniMax-01, a series of large language models (LLMs) and vision-language models (VLMs). Key features include superior long-context processing (up to 4 million tokens), utilization of lightning att... more