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Achieving 99.5% citation validity and 96.4% figure editability, Spark-to-Paper transforms how research papers can be generated with unprecedented reliability and efficiency.
Jointly optimizing action predictions and state transitions leads to significant performance gains in GUI agent training, outperforming conventional methods.
PaperJury reveals that a deterministic orchestration can significantly enhance the safety and effectiveness of the academic paper review process.
Representation misalignment is the hidden bottleneck in multimodal sentiment analysis, and aligning modalities before fusion can yield superior performance.
GUI agents struggle with long tasks not because they mis-click, but because they forget what they were doing, and a new "anchored memory" method can fix it.