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Baidu-LIC2021-MRC

models and codes for baiduAI LIC 2021 MRC tasks, based on paddlenlp

usage

Modified the baseline from paddlenlp.

Due to the poor push speed and the limitation of fold volume, dataset and model .pdparams are not pushed.

download.sh , downloading the dataset. train.sh, train the model. run_eval.sh, evaluation for the dev dataset. prediction.sh, generate the demanding result.

Final(Test2) Result

Rank F1 EM in-domain(F1) checklist(F1) vocab(F1) phrase(F1) semantic-role(F1) fault-tolerant(F1) reasoning(F1)
68 54.863 46.596 62.747 47.972 50.658 55.706 44.278 47.15 42.068

Test1 Result

Rank F1 EM in-domain(F1) checklist(F1) vocab(F1) phrase(F1) semantic-role(F1) fault-tolerant(F1) reasoning(F1)
85 58.89 48.774 66.659 52.6436 53.195 61.625 55.01 44.996 48.392

Pretrained model with different weights' performance(F1) based on "checklist" and baseline

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