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Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen
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LLMs can translate long documents far more effectively by learning to selectively attend to relevant context, mimicking human translation strategies.
Multi-agent systems get a 6.3% accuracy boost on math problems thanks to a new "rectify-or-reject" pruning method that dynamically filters out bad information at test time.
