"instruction-following tasks" Papers

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CrossSpectra: Exploiting Cross-Layer Smoothness for Parameter-Efficient Fine-Tuning

Yifei Zhang, Hao Zhu, Junhao Dong et al.

LASeR: Learning to Adaptively Select Reward Models with Multi-Arm Bandits

Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin et al.

NEURIPS 2025arXiv:2410.01735

RevisEval: Improving LLM-as-a-Judge via Response-Adapted References

Qiyuan Zhang, Yufei Wang, Tiezheng YU et al.

ICLR 2025arXiv:2410.05193

DistiLLM: Towards Streamlined Distillation for Large Language Models

Jongwoo Ko, Sungnyun Kim, Tianyi Chen et al.

ICML 2024arXiv:2402.03898

Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs

Keen You, Haotian Zhang, Eldon Schoop et al.

ECCV 2024arXiv:2404.05719

SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation

Junjie Zhang, Chenjia Bai, Haoran He et al.

ICML 2024arXiv:2405.19586