In 1939, Suffolk landowner Edith Pretty hires local self-taught archaeologist-excavator Basil Brown to tackle the large burial mounds at her rural estate in Sutton Hoo near Woodbridge. The film received positive reviews from critics and received five nominations for the British Academy Film Awards, including one for Outstanding British Film. It had a limited release on 14 January 2021, followed by streaming on Netflix on 29 January 2021. It stars Carey Mulligan, Ralph Fiennes, Lily James, Johnny Flynn, Ben Chaplin, Ken Stott, Archie Barnes, and Monica Dolan. Performance.The Dig is a 2021 British drama film directed by Simon Stone, based on the 2007 novel of the same name by John Preston, which reimagines the events of the 1939 excavation of Sutton Hoo in Suffolk, England. Extensive analyses suggest that the adaptive break of debateĪnd the modest level of "tit for tat" state are required for MAD to obtain good Which would be helpful for tasks that require deep levels of contemplation.Įxperiment results on two challenging datasets, commonsense machine translationĪnd counter-intuitive arithmetic reasoning, demonstrate the effectiveness of Clearly, our MAD framework encourages divergent thinking in LLMs "tit for tat" and a judge manages the debate process to obtain a final To address the DoT problem, we propose a Multi-Agent Debate (MAD)įramework, in which multiple agents express their arguments in the state of Generate novel thoughts later through reflection even if its initial stance is Once the LLM has established confidence in its solutions, it is unable to Reflection-style methods suffer from the Degeneration-of-Thought (DoT) problem: Strategy is self-reflection, which asks an LLM to refine the solution with theįeedback generated by itself iteratively. Tasks, which drives the research on cognitive behaviors of LLMs to explore Performance on general language tasks but still struggle on complex reasoning Download a PDF of the paper titled Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate, by Tian Liang and 8 other authors Download PDF Abstract: Modern large language models (LLMs) like ChatGPT have shown remarkable
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