Decomposing LLM Computation with Jets
Yihong Chen · Xiangxiang Xu · Pontus Stenetorp · Sebastian Riedel · Luca Franceschi
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Yihong Chen · Xiangxiang Xu · Pontus Stenetorp · Sebastian Riedel · Luca Franceschi
Michal Štefánik · Timothee Mickus · Marek Kadlčík · Bertram Højer · Michal Spiegel · Raúl Vázquez · Aman Sinha · Josef Kuchař · Philipp Mondorf · Pontus Stenetorp
Prior work has shown that large language models (LLMs) often converge to accurate input embedding for numbers, based on sinusoidal representations.In this work, we demonstrate that these representations are in fact strikingly systematic, to the point of being almost perfectly universal: different...
Jiandong Shao · Raphael Tang · Crystina Zhang · Karin Sevegnani · Pontus Stenetorp · Jianfei Yang · Yao Lu
Multilingual large language models achieve impressive cross-lingual performance despite largely monolingual pretraining. While bilingual data in pretraining corpora is widely believed to enable these abilities, details of its contributions remain unclear. We investigate this question by pretraini...