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cs.CL2025
Diffusion-Inspired Masked Fine-Tuning for Knowledge Injection in Autoregressive LLMs
Xu Pan, Ely Hahami, Jingxuan Fan +2
Large language models (LLMs) are often used in environments where facts evolve, yet factual knowledge updates via fine-tuning on unstructured text often suffer from 1) reliance on…
cs.CL2025
Memorization and Knowledge Injection in Gated LLMs
Xu Pan, Ely Hahami, Zechen Zhang +1
Large Language Models (LLMs) currently struggle to sequentially add new memories and integrate new knowledge. These limitations contrast with the human ability to continuously lear…
q-bio.NC2025
Unraveling the geometry of visual relational reasoning
Jiaqi Shang, Gabriel Kreiman, Haim Sompolinsky
Humans readily generalize abstract relations, such as recognizing "constant" in shape or color, whereas neural networks struggle, limiting their flexible reasoning. To investigate…