The official code of paper How Good Are LLMs at Out-of-Distribution Detection? [Accepted in COLING 2024]

How to reproduce?

1. For zero-grad OOD

(1) For far-OOD

bash zero_grad_far_ood_run.sh

, where you can set --task_name as 20ng or sst2 as ID task

(2) For near-OOD

bash zero_grad_near_ood_run.sh

, where you can set --domain (with --input_format) as banking (instruct_banking) or travel (instruct_travel) as ID task.

2. For fine-tuned OOD

bash fine_tuned_far_ood_run.sh

, where you should set --task_name ['sst2', '20ng'], --shot ['full', 10, 5, 1], --batch_size, properly.

(2) For near-OOD

bash fine-tuned_near_ood_run.sh

, where you should set --domain ['travel', 'banking'], --shot ['full', 10, 5, 1], --batch_size, --input_format ['instruct_travel', 'instruct_banking'], properly.