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automated-research

topic2 events
papersTODAY 04:00 UTC

arXiv Paper Proposes Metrics for Measuring LLM Creativity in Automated Research

A new arXiv preprint introduces a set of metrics for assessing how creative frontier language models are when carrying out automated research. The proposed framework evaluates creativity along two axes, covering the value and the novelty of the work produced. The authors argue that although such models are increasingly used for research tasks, their creative output has not been systematically measured.

llm-evaluation/creativity/research-agents/arxiv
papersSEP 11 04:00 UTC

arXiv Paper Proposes World Models to Scale Automatic Research Agents

A new arXiv preprint examines how automatic research agents, which use large language models to write code and iterate on experiments, can be scaled further. The authors propose incorporating world models so these agents can better predict and plan within their research environments. The work targets the long-standing goal of automating empirical research end to end.

agents/world-models/research-automation/arxiv