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cs.CL 1

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2025 1

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PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark

cs.CL · 2025-11-26 · unverdicted · novelty 6.0

PEFT-Bench is a standardized end-to-end benchmark for 7 PEFT methods across 27 NLP datasets on autoregressive LLMs, accompanied by the PSCP metric that penalizes based on trainable parameters, inference speed, and training memory.

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  • PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark cs.CL · 2025-11-26 · unverdicted · none · ref 53

    PEFT-Bench is a standardized end-to-end benchmark for 7 PEFT methods across 27 NLP datasets on autoregressive LLMs, accompanied by the PSCP metric that penalizes based on trainable parameters, inference speed, and training memory.