Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Treesby Sijia Chen, Yibo…
SwitchLoRA: Switched Low-Rank Adaptation Can Learn Full-Rank Informationby Kaiye Zhou, Shucheng Wang, Jun XuFirst submitted…
Natural Language Interaction with a Household Electricity Knowledge-based Digital Twinby Carolina Fortuna, Vid Hanžel, Blaž…
Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Modelsby Flavio Petruzzellis, Alberto Testolin,…
Large Language Model Confidence Estimation via Black-Box Accessby Tejaswini Pedapati, Amit Dhurandhar, Soumya Ghosh, Soham…
Does your data spark joy? Performance gains from domain upsampling at the end of trainingby…
Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for Large Language Modelsby Peijie Dong, Lujun Li,…
Language Models Do Hard Arithmetic Tasks Easily and Hardly Do Easy Arithmetic Tasksby Andrew Gambardella,…
SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretrainingby Andi Han, Jiaxiang…
The Geometry of Categorical and Hierarchical Concepts in Large Language Modelsby Kiho Park, Yo Joong…