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ArguLens is an open-source system for automated essay scoring that uses fine-tuned LLMs for discourse classification, LightGBM for scoring, and a feedback generator to provide interpretable, label-aware results.
GoCoMA is a multimodal framework using hyperbolic Poincaré ball embeddings to fuse code stylometry and binary artifact images for attributing LLM-generated code, outperforming unimodal and Euclidean baselines on two benchmarks.