BioASQ Participants Area
Test Results for Task 8a
The evaluation measures indicating the performance of the systems that submitted results are presented below. The evaluation is incremental; as new MeSH become available the tables are updated.+ Dry Run 1
Annotated articles:9676/9823
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| BioASQ_Baseline | 0.0003 | 0.0006 | 0.0002 | 0.0002 | 0.0004 | 0.0003 | 0.0002 | 0.0004 | 0.0002 | 0.0001 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| BioASQ_Baseline | 0.0991 | 0.1488 | 0.0898 | 0.0994 | 0.1486 | 0.0867 |
+ Test batch 1, week 1
Annotated articles:6487/6510
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6495 | 0.6808 | 0.6468 | 0.6451 | 0.6360 | 0.5899 | 0.5624 | 0.6684 | 0.6316 | 0.4953 |
| Default MTI | 0.6501 | 0.6436 | 0.6810 | 0.6448 | 0.6039 | 0.6207 | 0.5738 | 0.6361 | 0.6647 | 0.4925 |
| Transformer-inspired | 0.3669 | 0.3611 | 0.3586 | 0.3440 | 0.2285 | 0.0128 | 0.0078 | 0.3592 | 0.3750 | 0.2179 |
| deepmesh_dmiip_fdu | 0.7049 | 0.7848 | 0.6567 | 0.7011 | 0.7460 | 0.5653 | 0.5753 | 0.7869 | 0.6383 | 0.5559 |
| deepmesh_dmiip_fdu_ | 0.3998 | 0.7839 | 0.2691 | 0.3802 | 0.7218 | 0.0457 | 0.0613 | 0.7856 | 0.2682 | 0.2493 |
| attention_dmiip_fdu | 0.6963 | 0.7132 | 0.6957 | 0.6896 | 0.6730 | 0.5709 | 0.5564 | 0.7067 | 0.6862 | 0.5419 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5295 | 0.7897 | 0.7421 | 0.7476 | 0.5628 | 0.5256 |
| Default MTI | 0.5291 | 0.7596 | 0.7747 | 0.7509 | 0.5369 | 0.5483 |
| Transformer-inspired | 0.3305 | 0.5461 | 0.4438 | 0.4676 | 0.3817 | 0.3125 |
| deepmesh_dmiip_fdu | 0.5646 | 0.8638 | 0.7383 | 0.7817 | 0.6294 | 0.5316 |
| deepmesh_dmiip_fdu_ | 0.2851 | 0.8818 | 0.2964 | 0.4182 | 0.5736 | 0.2017 |
| attention_dmiip_fdu | 0.5642 | 0.8120 | 0.7793 | 0.7807 | 0.5879 | 0.5651 |
+ Test batch 1, week 2
Annotated articles:7074/7126
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6584 | 0.6824 | 0.6536 | 0.6495 | 0.6351 | 0.5925 | 0.5623 | 0.6749 | 0.6426 | 0.5009 |
| Default MTI | 0.6593 | 0.6490 | 0.6881 | 0.6506 | 0.6073 | 0.6259 | 0.5779 | 0.6440 | 0.6753 | 0.5000 |
| deepmesh_dmiip_fdu | 0.7059 | 0.7816 | 0.6555 | 0.6984 | 0.7337 | 0.5590 | 0.5668 | 0.7854 | 0.6409 | 0.5538 |
| deepmesh_dmiip_fdu_ | 0.6684 | 0.7475 | 0.6174 | 0.6606 | 0.6969 | 0.5047 | 0.5155 | 0.7515 | 0.6018 | 0.5099 |
| attention_dmiip_fdu | 0.6957 | 0.7092 | 0.6933 | 0.6863 | 0.6591 | 0.5711 | 0.5519 | 0.7051 | 0.6867 | 0.5390 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5349 | 0.7887 | 0.7495 | 0.7508 | 0.5662 | 0.5327 |
| Default MTI | 0.5370 | 0.7608 | 0.7800 | 0.7535 | 0.5449 | 0.5564 |
| deepmesh_dmiip_fdu | 0.5632 | 0.8600 | 0.7372 | 0.7790 | 0.6253 | 0.5319 |
| deepmesh_dmiip_fdu_ | 0.5288 | 0.8402 | 0.7033 | 0.7494 | 0.5976 | 0.4949 |
| attention_dmiip_fdu | 0.5636 | 0.8085 | 0.7794 | 0.7786 | 0.5869 | 0.5647 |
+ Test batch 1, week 3
Annotated articles:10789/10891
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6408 | 0.6782 | 0.6284 | 0.6339 | 0.6391 | 0.5778 | 0.5527 | 0.6681 | 0.6156 | 0.4821 |
| Default MTI | 0.6479 | 0.6485 | 0.6679 | 0.6407 | 0.6130 | 0.6107 | 0.5668 | 0.6418 | 0.6540 | 0.4884 |
| deepmesh_dmiip_fdu | 0.6884 | 0.7815 | 0.6310 | 0.6833 | 0.7442 | 0.5415 | 0.5584 | 0.7840 | 0.6136 | 0.5357 |
| deepmesh_dmiip_fdu_ | 0.6499 | 0.6736 | 0.6397 | 0.6398 | 0.6233 | 0.4804 | 0.4704 | 0.6701 | 0.6308 | 0.4865 |
| attention_dmiip_fdu | 0.6499 | 0.6736 | 0.6397 | 0.6398 | 0.6233 | 0.4804 | 0.4704 | 0.6701 | 0.6308 | 0.4865 |
| NLM CNN | 0.6520 | 0.6850 | 0.6332 | 0.6403 | 0.6173 | 0.4871 | 0.4865 | 0.6816 | 0.6249 | 0.4870 |
| dmiip_fdu | 0.6825 | 0.7106 | 0.6716 | 0.6743 | 0.6733 | 0.5461 | 0.5359 | 0.7041 | 0.6623 | 0.5247 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5186 | 0.7886 | 0.7301 | 0.7398 | 0.5573 | 0.5103 |
| Default MTI | 0.5251 | 0.7634 | 0.7647 | 0.7473 | 0.5386 | 0.5383 |
| deepmesh_dmiip_fdu | 0.5479 | 0.8629 | 0.7168 | 0.7677 | 0.6202 | 0.5109 |
| deepmesh_dmiip_fdu_ | 0.5197 | 0.7863 | 0.7314 | 0.7410 | 0.5531 | 0.5140 |
| attention_dmiip_fdu | 0.5197 | 0.7863 | 0.7314 | 0.7410 | 0.5531 | 0.5140 |
| NLM CNN | 0.5216 | 0.8020 | 0.7227 | 0.7429 | 0.5629 | 0.5100 |
| dmiip_fdu | 0.5504 | 0.8117 | 0.7599 | 0.7685 | 0.5824 | 0.5458 |
+ Test batch 1, week 4
Annotated articles:6182/6225
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6555 | 0.6847 | 0.6521 | 0.6501 | 0.6321 | 0.5876 | 0.5559 | 0.6732 | 0.6388 | 0.5018 |
| Default MTI | 0.6523 | 0.6442 | 0.6835 | 0.6453 | 0.5950 | 0.6165 | 0.5657 | 0.6372 | 0.6681 | 0.4931 |
| deepmesh_dmiip_fdu | 0.7040 | 0.7871 | 0.6524 | 0.6991 | 0.7451 | 0.5543 | 0.5639 | 0.7886 | 0.6358 | 0.5540 |
| deepmesh_dmiip_fdu_ | 0.7087 | 0.7844 | 0.6629 | 0.7036 | 0.7400 | 0.5697 | 0.5762 | 0.7840 | 0.6467 | 0.5609 |
| attention_dmiip_fdu | 0.6961 | 0.7143 | 0.6928 | 0.6881 | 0.6619 | 0.5675 | 0.5502 | 0.7070 | 0.6855 | 0.5406 |
| NLM CNN | 0.6640 | 0.6862 | 0.6573 | 0.6540 | 0.6067 | 0.5090 | 0.4995 | 0.6794 | 0.6492 | 0.5013 |
| dmiip_fdu | 0.7012 | 0.7228 | 0.6971 | 0.6945 | 0.6721 | 0.5811 | 0.5655 | 0.7141 | 0.6887 | 0.5497 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5349 | 0.7901 | 0.7465 | 0.7501 | 0.5667 | 0.5317 |
| Default MTI | 0.5308 | 0.7575 | 0.7770 | 0.7500 | 0.5379 | 0.5515 |
| deepmesh_dmiip_fdu | 0.5618 | 0.8645 | 0.7334 | 0.7785 | 0.6275 | 0.5284 |
| deepmesh_dmiip_fdu_ | 0.5689 | 0.8622 | 0.7428 | 0.7827 | 0.6299 | 0.5395 |
| attention_dmiip_fdu | 0.5637 | 0.8128 | 0.7760 | 0.7787 | 0.5894 | 0.5630 |
| NLM CNN | 0.5324 | 0.8002 | 0.7387 | 0.7507 | 0.5652 | 0.5281 |
| dmiip_fdu | 0.5708 | 0.8186 | 0.7793 | 0.7833 | 0.5979 | 0.5690 |
+ Test batch 1, week 5
Annotated articles:6887/6953
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6496 | 0.6917 | 0.6367 | 0.6442 | 0.6440 | 0.5711 | 0.5487 | 0.6794 | 0.6223 | 0.4941 |
| Default MTI | 0.6524 | 0.6564 | 0.6728 | 0.6467 | 0.6140 | 0.6066 | 0.5662 | 0.6485 | 0.6563 | 0.4950 |
| deepmesh_dmiip_fdu | 0.6921 | 0.7890 | 0.6312 | 0.6864 | 0.7535 | 0.5344 | 0.5520 | 0.7926 | 0.6142 | 0.5385 |
| deepmesh_dmiip_fdu_ | 0.7291 | 0.8108 | 0.6776 | 0.7234 | 0.7864 | 0.5902 | 0.6084 | 0.8144 | 0.6599 | 0.5923 |
| attention_dmiip_fdu | 0.6860 | 0.7127 | 0.6733 | 0.6765 | 0.6772 | 0.5507 | 0.5411 | 0.7085 | 0.6649 | 0.5271 |
| NLM CNN | 0.6540 | 0.6867 | 0.6334 | 0.6414 | 0.6202 | 0.4869 | 0.4846 | 0.6842 | 0.6263 | 0.4880 |
| dmiip_fdu | 0.7220 | 0.7505 | 0.7114 | 0.7164 | 0.7236 | 0.6019 | 0.5975 | 0.7447 | 0.7007 | 0.5842 |
| TransforMeSH_2 | 0.3216 | 0.3090 | 0.2887 | 0.2882 | 0.2375 | 0.0047 | 0.0023 | 0.3365 | 0.3079 | 0.1797 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5279 | 0.7992 | 0.7369 | 0.7490 | 0.5676 | 0.5176 |
| Default MTI | 0.5320 | 0.7703 | 0.7713 | 0.7545 | 0.5451 | 0.5448 |
| deepmesh_dmiip_fdu | 0.5528 | 0.8703 | 0.7193 | 0.7728 | 0.6284 | 0.5127 |
| deepmesh_dmiip_fdu_ | 0.6046 | 0.8837 | 0.7545 | 0.7997 | 0.6696 | 0.5709 |
| attention_dmiip_fdu | 0.5559 | 0.8164 | 0.7646 | 0.7744 | 0.5887 | 0.5489 |
| NLM CNN | 0.5251 | 0.8049 | 0.7269 | 0.7468 | 0.5665 | 0.5129 |
| dmiip_fdu | 0.6082 | 0.8412 | 0.7912 | 0.8019 | 0.6391 | 0.6002 |
| TransforMeSH_2 | 0.2737 | 0.4511 | 0.3764 | 0.3976 | 0.3176 | 0.2542 |
+ Test batch 2, week 1
Annotated articles:6787/6815
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6499 | 0.6805 | 0.6402 | 0.6415 | 0.6339 | 0.5874 | 0.5586 | 0.6729 | 0.6285 | 0.4914 |
| Default MTI | 0.6511 | 0.6444 | 0.6760 | 0.6429 | 0.5968 | 0.6175 | 0.5697 | 0.6396 | 0.6632 | 0.4909 |
| deepmesh_dmiip_fdu | 0.6994 | 0.7862 | 0.6419 | 0.6917 | 0.7461 | 0.5498 | 0.5617 | 0.7902 | 0.6274 | 0.5460 |
| deepmesh_dmiip_fdu_ | 0.7034 | 0.7836 | 0.6508 | 0.6949 | 0.7412 | 0.5649 | 0.5742 | 0.7861 | 0.6364 | 0.5503 |
| attention_dmiip_fdu | 0.6935 | 0.7116 | 0.6865 | 0.6833 | 0.6676 | 0.5631 | 0.5467 | 0.7072 | 0.6802 | 0.5353 |
| NLM CNN | 0.6625 | 0.6885 | 0.6454 | 0.6489 | 0.6121 | 0.4991 | 0.4924 | 0.6854 | 0.6411 | 0.4963 |
| dmiip_fdu | 0.6994 | 0.7197 | 0.6906 | 0.6894 | 0.6774 | 0.5761 | 0.5626 | 0.7155 | 0.6840 | 0.5433 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5256 | 0.7899 | 0.7382 | 0.7454 | 0.5605 | 0.5203 |
| Default MTI | 0.5274 | 0.7597 | 0.7704 | 0.7483 | 0.5369 | 0.5450 |
| deepmesh_dmiip_fdu | 0.5554 | 0.8651 | 0.7245 | 0.7732 | 0.6259 | 0.5197 |
| deepmesh_dmiip_fdu_ | 0.5597 | 0.8638 | 0.7307 | 0.7759 | 0.6268 | 0.5272 |
| attention_dmiip_fdu | 0.5593 | 0.8131 | 0.7733 | 0.7771 | 0.5860 | 0.5586 |
| NLM CNN | 0.5278 | 0.8024 | 0.7320 | 0.7486 | 0.5645 | 0.5194 |
| dmiip_fdu | 0.5656 | 0.8197 | 0.7741 | 0.7810 | 0.5944 | 0.5629 |
+ Test batch 2, week 2
Annotated articles:6414/6485
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6631 | 0.6931 | 0.6559 | 0.6567 | 0.6465 | 0.5857 | 0.5609 | 0.6844 | 0.6430 | 0.5083 |
| Default MTI | 0.6656 | 0.6598 | 0.6924 | 0.6590 | 0.6158 | 0.6222 | 0.5776 | 0.6539 | 0.6777 | 0.5085 |
| test sys | 0.6631 | 0.6931 | 0.6559 | 0.6567 | 0.6465 | 0.5857 | 0.5609 | 0.6844 | 0.6430 | 0.5083 |
| deepmesh_dmiip_fdu | 0.7043 | 0.7873 | 0.6486 | 0.6972 | 0.7443 | 0.5432 | 0.5562 | 0.7924 | 0.6338 | 0.5513 |
| deepmesh_dmiip_fdu_ | 0.7223 | 0.7920 | 0.6723 | 0.7126 | 0.7513 | 0.5758 | 0.5867 | 0.7974 | 0.6602 | 0.5738 |
| attention_dmiip_fdu | 0.6970 | 0.7154 | 0.6896 | 0.6874 | 0.6671 | 0.5575 | 0.5443 | 0.7106 | 0.6838 | 0.5393 |
| NLM CNN | 0.6686 | 0.6937 | 0.6528 | 0.6558 | 0.6201 | 0.4999 | 0.4950 | 0.6914 | 0.6473 | 0.5036 |
| dmiip_fdu | 0.7144 | 0.7317 | 0.7060 | 0.7041 | 0.6895 | 0.5883 | 0.5779 | 0.7277 | 0.7015 | 0.5637 |
| submit mesh index qa | 0.6004 | 0.7496 | 0.5032 | 0.5758 | 0.6492 | 0.2670 | 0.2845 | 0.7377 | 0.5062 | 0.4243 |
| attention | 0.4003 | 0.3393 | 0.5000 | 0.3922 | 0.2309 | 0.2822 | 0.2439 | 0.3393 | 0.4880 | 0.2530 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5427 | 0.8026 | 0.7510 | 0.7592 | 0.5770 | 0.5366 |
| Default MTI | 0.5449 | 0.7744 | 0.7840 | 0.7635 | 0.5544 | 0.5616 |
| test sys | 0.5427 | 0.8026 | 0.7510 | 0.7592 | 0.5770 | 0.5366 |
| deepmesh_dmiip_fdu | 0.5625 | 0.8674 | 0.7315 | 0.7792 | 0.6313 | 0.5268 |
| deepmesh_dmiip_fdu_ | 0.5837 | 0.8708 | 0.7495 | 0.7910 | 0.6455 | 0.5533 |
| attention_dmiip_fdu | 0.5654 | 0.8159 | 0.7755 | 0.7806 | 0.5937 | 0.5622 |
| NLM CNN | 0.5377 | 0.8101 | 0.7369 | 0.7550 | 0.5762 | 0.5279 |
| dmiip_fdu | 0.5862 | 0.8271 | 0.7859 | 0.7920 | 0.6139 | 0.5827 |
| submit mesh index qa | 0.4574 | 0.8450 | 0.5887 | 0.6663 | 0.5767 | 0.4036 |
| attention | 0.3513 | 0.4695 | 0.6445 | 0.5282 | 0.3137 | 0.4263 |
+ Test batch 2, week 3
Annotated articles:6975/7014
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6468 | 0.6806 | 0.6455 | 0.6414 | 0.6381 | 0.5817 | 0.5563 | 0.6704 | 0.6248 | 0.4933 |
| Default MTI | 0.6461 | 0.6400 | 0.6819 | 0.6394 | 0.6000 | 0.6133 | 0.5672 | 0.6339 | 0.6589 | 0.4877 |
| deepmesh_dmiip_fdu | 0.7085 | 0.7558 | 0.6848 | 0.7014 | 0.7215 | 0.5907 | 0.5928 | 0.7587 | 0.6645 | 0.5581 |
| deepmesh_dmiip_fdu_ | 0.7075 | 0.7562 | 0.6842 | 0.7011 | 0.7202 | 0.5943 | 0.5954 | 0.7568 | 0.6642 | 0.5583 |
| attention_dmiip_fdu | 0.7061 | 0.7540 | 0.6827 | 0.6994 | 0.7160 | 0.5885 | 0.5896 | 0.7564 | 0.6622 | 0.5551 |
| NLM CNN | 0.6521 | 0.6770 | 0.6400 | 0.6386 | 0.6133 | 0.4885 | 0.4845 | 0.6756 | 0.6302 | 0.4860 |
| dmiip_fdu | 0.7069 | 0.7540 | 0.6855 | 0.7007 | 0.7147 | 0.5964 | 0.5953 | 0.7540 | 0.6653 | 0.5575 |
| submit mesh index qa | 0.6453 | 0.6046 | 0.7220 | 0.6376 | 0.5627 | 0.6383 | 0.5717 | 0.5965 | 0.7029 | 0.4842 |
| same as one | 0.6424 | 0.6279 | 0.6886 | 0.6359 | 0.5890 | 0.6224 | 0.5700 | 0.6204 | 0.6662 | 0.4837 |
| X-BERT BioASQ | 0.3166 | 0.4626 | 0.2383 | 0.2943 | 0.3508 | 0.0541 | 0.0667 | 0.4652 | 0.2399 | 0.1848 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5235 | 0.7862 | 0.7421 | 0.7432 | 0.5571 | 0.5218 |
| Default MTI | 0.5193 | 0.7526 | 0.7737 | 0.7432 | 0.5266 | 0.5425 |
| deepmesh_dmiip_fdu | 0.5651 | 0.8397 | 0.7627 | 0.7828 | 0.6085 | 0.5508 |
| deepmesh_dmiip_fdu_ | 0.5662 | 0.8402 | 0.7627 | 0.7829 | 0.6103 | 0.5515 |
| attention_dmiip_fdu | 0.5623 | 0.8383 | 0.7611 | 0.7812 | 0.6056 | 0.5482 |
| NLM CNN | 0.5160 | 0.7924 | 0.7256 | 0.7382 | 0.5527 | 0.5102 |
| dmiip_fdu | 0.5657 | 0.8387 | 0.7640 | 0.7828 | 0.6085 | 0.5522 |
| submit mesh index qa | 0.5202 | 0.7224 | 0.8081 | 0.7434 | 0.5056 | 0.5682 |
| same as one | 0.5176 | 0.7419 | 0.7819 | 0.7416 | 0.5191 | 0.5470 |
| X-BERT BioASQ | 0.2714 | 0.6196 | 0.3166 | 0.3894 | 0.4221 | 0.2186 |
+ Test batch 2, week 4
Annotated articles:6647/6726
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6500 | 0.6961 | 0.6334 | 0.6452 | 0.6478 | 0.5687 | 0.5477 | 0.6861 | 0.6175 | 0.4966 |
| Default MTI | 0.6516 | 0.6587 | 0.6678 | 0.6454 | 0.6130 | 0.6016 | 0.5618 | 0.6522 | 0.6511 | 0.4936 |
| deepmesh_dmiip_fdu | 0.7078 | 0.7683 | 0.6736 | 0.7030 | 0.7326 | 0.5847 | 0.5888 | 0.7686 | 0.6559 | 0.5589 |
| deepmesh_dmiip_fdu_ | 0.7074 | 0.7678 | 0.6730 | 0.7022 | 0.7300 | 0.5880 | 0.5910 | 0.7668 | 0.6565 | 0.5585 |
| attention_dmiip_fdu | 0.7054 | 0.7661 | 0.6714 | 0.7008 | 0.7262 | 0.5834 | 0.5867 | 0.7658 | 0.6539 | 0.5557 |
| NLM CNN | 0.6527 | 0.6919 | 0.6330 | 0.6431 | 0.6146 | 0.4836 | 0.4815 | 0.6877 | 0.6211 | 0.4894 |
| dmiip_fdu | 0.7053 | 0.7642 | 0.6730 | 0.7005 | 0.7228 | 0.5892 | 0.5903 | 0.7623 | 0.6562 | 0.5560 |
| X-BERT BioASQ | 0.3279 | 0.4978 | 0.2469 | 0.3102 | 0.3522 | 0.0543 | 0.0675 | 0.4957 | 0.2450 | 0.1953 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5318 | 0.8062 | 0.7315 | 0.7497 | 0.5746 | 0.5189 |
| Default MTI | 0.5321 | 0.7752 | 0.7640 | 0.7532 | 0.5497 | 0.5418 |
| deepmesh_dmiip_fdu | 0.5708 | 0.8558 | 0.7523 | 0.7863 | 0.6242 | 0.5465 |
| deepmesh_dmiip_fdu_ | 0.5711 | 0.8553 | 0.7521 | 0.7856 | 0.6247 | 0.5470 |
| attention_dmiip_fdu | 0.5685 | 0.8543 | 0.7513 | 0.7851 | 0.6212 | 0.5448 |
| NLM CNN | 0.5251 | 0.8118 | 0.7183 | 0.7448 | 0.5697 | 0.5113 |
| dmiip_fdu | 0.5692 | 0.8530 | 0.7534 | 0.7855 | 0.6211 | 0.5465 |
| X-BERT BioASQ | 0.2810 | 0.6515 | 0.3192 | 0.4004 | 0.4480 | 0.2214 |
+ Test batch 2, week 5
Annotated articles:6246/6379
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6484 | 0.6869 | 0.6319 | 0.6409 | 0.6474 | 0.5714 | 0.5511 | 0.6811 | 0.6187 | 0.4916 |
| Default MTI | 0.6496 | 0.6502 | 0.6681 | 0.6422 | 0.6101 | 0.6041 | 0.5638 | 0.6462 | 0.6531 | 0.4905 |
| deepmesh_dmiip_fdu | 0.7086 | 0.7578 | 0.6782 | 0.7014 | 0.7231 | 0.5918 | 0.5937 | 0.7601 | 0.6636 | 0.5573 |
| deepmesh_dmiip_fdu_ | 0.7111 | 0.7594 | 0.6806 | 0.7038 | 0.7269 | 0.5898 | 0.5928 | 0.7631 | 0.6657 | 0.5603 |
| attention_dmiip_fdu | 0.7088 | 0.7565 | 0.6792 | 0.7019 | 0.7194 | 0.5899 | 0.5909 | 0.7596 | 0.6644 | 0.5576 |
| NLM CNN | 0.6539 | 0.6861 | 0.6345 | 0.6419 | 0.6119 | 0.4860 | 0.4824 | 0.6823 | 0.6277 | 0.4892 |
| dmiip_fdu | 0.7091 | 0.7555 | 0.6811 | 0.7021 | 0.7167 | 0.5969 | 0.5964 | 0.7573 | 0.6666 | 0.5582 |
| X-BERT BioASQ | 0.3154 | 0.4747 | 0.2353 | 0.2947 | 0.3428 | 0.0532 | 0.0653 | 0.4735 | 0.2365 | 0.1844 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5233 | 0.7964 | 0.7302 | 0.7447 | 0.5640 | 0.5123 |
| Default MTI | 0.5248 | 0.7651 | 0.7635 | 0.7480 | 0.5389 | 0.5372 |
| deepmesh_dmiip_fdu | 0.5668 | 0.8454 | 0.7579 | 0.7847 | 0.6157 | 0.5458 |
| deepmesh_dmiip_fdu_ | 0.5695 | 0.8462 | 0.7601 | 0.7865 | 0.6176 | 0.5489 |
| attention_dmiip_fdu | 0.5676 | 0.8442 | 0.7596 | 0.7854 | 0.6149 | 0.5476 |
| NLM CNN | 0.5200 | 0.8013 | 0.7239 | 0.7432 | 0.5620 | 0.5073 |
| dmiip_fdu | 0.5676 | 0.8436 | 0.7608 | 0.7857 | 0.6146 | 0.5482 |
| X-BERT BioASQ | 0.2705 | 0.6360 | 0.3121 | 0.3901 | 0.4311 | 0.2142 |
+ Test batch 3, week 1
Annotated articles:6601/6842
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6613 | 0.7083 | 0.6519 | 0.6596 | 0.6488 | 0.5870 | 0.5634 | 0.6948 | 0.6309 | 0.5138 |
| Default MTI | 0.6586 | 0.6593 | 0.6889 | 0.6540 | 0.6123 | 0.6234 | 0.5786 | 0.6510 | 0.6664 | 0.5028 |
| iria-1 | 0.5064 | 0.4477 | 0.5875 | 0.4960 | 0.4105 | 0.4152 | 0.3729 | 0.4529 | 0.5742 | 0.3422 |
| iria-mix | 0.5396 | 0.4780 | 0.6281 | 0.5298 | 0.4566 | 0.4895 | 0.4374 | 0.4823 | 0.6123 | 0.3727 |
| test sys | 0.5879 | 0.7383 | 0.4964 | 0.5679 | 0.6155 | 0.2687 | 0.2807 | 0.7276 | 0.4932 | 0.4163 |
| deepmesh_dmiip_fdu | 0.7165 | 0.7694 | 0.6905 | 0.7121 | 0.7300 | 0.6002 | 0.6037 | 0.7690 | 0.6707 | 0.5694 |
| deepmesh_dmiip_fdu_ | 0.7587 | 0.8069 | 0.7370 | 0.7561 | 0.7810 | 0.6630 | 0.6677 | 0.8058 | 0.7168 | 0.6355 |
| attention_dmiip_fdu | 0.7132 | 0.7656 | 0.6878 | 0.7090 | 0.7232 | 0.5997 | 0.6024 | 0.7651 | 0.6679 | 0.5655 |
| NLM CNN | 0.6605 | 0.6905 | 0.6491 | 0.6500 | 0.6139 | 0.4988 | 0.4929 | 0.6855 | 0.6373 | 0.4977 |
| dmiip_fdu | 0.7580 | 0.8038 | 0.7385 | 0.7555 | 0.7750 | 0.6673 | 0.6702 | 0.8023 | 0.7183 | 0.6349 |
| submit mesh index qa | 0.6575 | 0.6117 | 0.7417 | 0.6523 | 0.5580 | 0.6577 | 0.5821 | 0.6026 | 0.7233 | 0.4986 |
| attention | 0.6597 | 0.6142 | 0.7428 | 0.6542 | 0.5612 | 0.6581 | 0.5836 | 0.6054 | 0.7246 | 0.5010 |
| same as one | 0.6555 | 0.6476 | 0.6959 | 0.6510 | 0.5999 | 0.6324 | 0.5806 | 0.6382 | 0.6737 | 0.4994 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5416 | 0.8065 | 0.7456 | 0.7562 | 0.5832 | 0.5315 |
| Default MTI | 0.5337 | 0.7656 | 0.7796 | 0.7539 | 0.5443 | 0.5531 |
| iria-1 | 0.4334 | 0.6001 | 0.7158 | 0.6375 | 0.4103 | 0.4831 |
| iria-mix | 0.4547 | 0.6273 | 0.7519 | 0.6687 | 0.4299 | 0.5079 |
| test sys | 0.4496 | 0.8355 | 0.5852 | 0.6605 | 0.5660 | 0.3972 |
| deepmesh_dmiip_fdu | 0.5747 | 0.8485 | 0.7662 | 0.7898 | 0.6206 | 0.5576 |
| deepmesh_dmiip_fdu_ | 0.6398 | 0.8724 | 0.8004 | 0.8208 | 0.6803 | 0.6245 |
| attention_dmiip_fdu | 0.5724 | 0.8462 | 0.7654 | 0.7886 | 0.6173 | 0.5557 |
| NLM CNN | 0.5271 | 0.7999 | 0.7339 | 0.7465 | 0.5630 | 0.5213 |
| dmiip_fdu | 0.6403 | 0.8707 | 0.8026 | 0.8214 | 0.6790 | 0.6264 |
| submit mesh index qa | 0.5339 | 0.7261 | 0.8232 | 0.7541 | 0.5137 | 0.5870 |
| attention | 0.5349 | 0.7270 | 0.8243 | 0.7552 | 0.5147 | 0.5878 |
| same as one | 0.5320 | 0.7555 | 0.7878 | 0.7526 | 0.5367 | 0.5578 |
+ Test batch 3, week 2
Annotated articles:6456/7212
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6511 | 0.6886 | 0.6420 | 0.6457 | 0.6432 | 0.5782 | 0.5563 | 0.6780 | 0.6263 | 0.4980 |
| Default MTI | 0.6503 | 0.6472 | 0.6765 | 0.6432 | 0.6037 | 0.6112 | 0.5690 | 0.6412 | 0.6596 | 0.4917 |
| iria-1 | 0.4851 | 0.4266 | 0.5622 | 0.4733 | 0.3710 | 0.4009 | 0.3581 | 0.4319 | 0.5532 | 0.3224 |
| iria-mix | 0.5168 | 0.4552 | 0.6008 | 0.5053 | 0.4161 | 0.4610 | 0.4107 | 0.4601 | 0.5895 | 0.3507 |
| deepmesh_dmiip_fdu | 0.7130 | 0.7649 | 0.6835 | 0.7069 | 0.7296 | 0.5963 | 0.6000 | 0.7654 | 0.6673 | 0.5646 |
| deepmesh_dmiip_fdu_ | 0.7606 | 0.8032 | 0.7333 | 0.7537 | 0.7854 | 0.6578 | 0.6647 | 0.8076 | 0.7187 | 0.6344 |
| attention_dmiip_fdu | 0.7138 | 0.7629 | 0.6861 | 0.7076 | 0.7247 | 0.6002 | 0.6024 | 0.7634 | 0.6702 | 0.5656 |
| NLM CNN | 0.6590 | 0.6836 | 0.6487 | 0.6480 | 0.5994 | 0.4885 | 0.4840 | 0.6801 | 0.6393 | 0.4957 |
| dmiip_fdu | 0.7612 | 0.8015 | 0.7356 | 0.7543 | 0.7804 | 0.6616 | 0.6668 | 0.8057 | 0.7214 | 0.6353 |
| attention | 0.6464 | 0.6346 | 0.6834 | 0.6398 | 0.5907 | 0.6194 | 0.5704 | 0.6273 | 0.6668 | 0.4877 |
| X-BERT BioASQ | 0.3293 | 0.4946 | 0.2468 | 0.3090 | 0.3437 | 0.0537 | 0.0662 | 0.4943 | 0.2469 | 0.1950 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5327 | 0.7977 | 0.7446 | 0.7523 | 0.5694 | 0.5261 |
| Default MTI | 0.5294 | 0.7642 | 0.7759 | 0.7526 | 0.5404 | 0.5468 |
| iria-1 | 0.4227 | 0.5853 | 0.7074 | 0.6258 | 0.3991 | 0.4726 |
| iria-mix | 0.4417 | 0.6108 | 0.7362 | 0.6527 | 0.4177 | 0.4935 |
| deepmesh_dmiip_fdu | 0.5759 | 0.8499 | 0.7641 | 0.7897 | 0.6249 | 0.5555 |
| deepmesh_dmiip_fdu_ | 0.6443 | 0.8743 | 0.8010 | 0.8231 | 0.6860 | 0.6266 |
| attention_dmiip_fdu | 0.5768 | 0.8481 | 0.7661 | 0.7903 | 0.6234 | 0.5581 |
| NLM CNN | 0.5291 | 0.8005 | 0.7360 | 0.7490 | 0.5647 | 0.5226 |
| dmiip_fdu | 0.6453 | 0.8727 | 0.8027 | 0.8234 | 0.6851 | 0.6289 |
| attention | 0.5272 | 0.7530 | 0.7840 | 0.7507 | 0.5316 | 0.5517 |
| X-BERT BioASQ | 0.2792 | 0.6504 | 0.3197 | 0.3995 | 0.4444 | 0.2209 |
+ Test batch 3, week 3
Annotated articles:4764/5430
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6572 | 0.6956 | 0.6452 | 0.6506 | 0.6513 | 0.5741 | 0.5543 | 0.6859 | 0.6308 | 0.5011 |
| Default MTI | 0.6587 | 0.6592 | 0.6800 | 0.6516 | 0.6158 | 0.6088 | 0.5700 | 0.6534 | 0.6640 | 0.4998 |
| iria-1 | 0.4938 | 0.4374 | 0.5729 | 0.4846 | 0.3718 | 0.4022 | 0.3612 | 0.4405 | 0.5616 | 0.3319 |
| iria-mix | 0.5252 | 0.4660 | 0.6103 | 0.5162 | 0.4171 | 0.4581 | 0.4108 | 0.4686 | 0.5975 | 0.3605 |
| deepmesh_dmiip_fdu | 0.7149 | 0.7715 | 0.6825 | 0.7090 | 0.7325 | 0.5834 | 0.5901 | 0.7716 | 0.6659 | 0.5662 |
| deepmesh_dmiip_fdu_ | 0.7685 | 0.8164 | 0.7398 | 0.7631 | 0.7960 | 0.6504 | 0.6596 | 0.8196 | 0.7234 | 0.6471 |
| attention_dmiip_fdu | 0.7153 | 0.7697 | 0.6853 | 0.7097 | 0.7282 | 0.5877 | 0.5925 | 0.7690 | 0.6686 | 0.5667 |
| NLM CNN | 0.6608 | 0.6930 | 0.6494 | 0.6516 | 0.6127 | 0.4920 | 0.4880 | 0.6866 | 0.6369 | 0.4987 |
| dmiip_fdu | 0.7689 | 0.8150 | 0.7425 | 0.7639 | 0.7922 | 0.6544 | 0.6620 | 0.8172 | 0.7260 | 0.6479 |
| X-BERT BioASQ | 0.2655 | 0.7932 | 0.1630 | 0.2565 | 0.6447 | 0.0156 | 0.0223 | 0.8018 | 0.1591 | 0.1564 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5360 | 0.8017 | 0.7422 | 0.7529 | 0.5747 | 0.5278 |
| Default MTI | 0.5375 | 0.7715 | 0.7735 | 0.7556 | 0.5501 | 0.5522 |
| iria-1 | 0.4304 | 0.5945 | 0.7129 | 0.6342 | 0.4056 | 0.4819 |
| iria-mix | 0.4509 | 0.6191 | 0.7417 | 0.6605 | 0.4255 | 0.5041 |
| deepmesh_dmiip_fdu | 0.5765 | 0.8535 | 0.7612 | 0.7898 | 0.6261 | 0.5557 |
| deepmesh_dmiip_fdu_ | 0.6568 | 0.8829 | 0.8052 | 0.8297 | 0.6981 | 0.6390 |
| attention_dmiip_fdu | 0.5771 | 0.8519 | 0.7644 | 0.7909 | 0.6247 | 0.5578 |
| NLM CNN | 0.5305 | 0.8030 | 0.7333 | 0.7479 | 0.5682 | 0.5227 |
| dmiip_fdu | 0.6576 | 0.8815 | 0.8080 | 0.8305 | 0.6972 | 0.6410 |
| X-BERT BioASQ | 0.1959 | 0.8642 | 0.1757 | 0.2764 | 0.5274 | 0.1257 |
+ Test batch 3, week 4
Annotated articles:4858/6022
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6585 | 0.7025 | 0.6473 | 0.6555 | 0.6539 | 0.5802 | 0.5588 | 0.6901 | 0.6296 | 0.5089 |
| Default MTI | 0.6564 | 0.6566 | 0.6815 | 0.6502 | 0.6096 | 0.6139 | 0.5714 | 0.6507 | 0.6621 | 0.4991 |
| iria-1 | 0.4831 | 0.4233 | 0.5627 | 0.4716 | 0.3689 | 0.4053 | 0.3617 | 0.4287 | 0.5531 | 0.3210 |
| iria-mix | 0.5170 | 0.4540 | 0.6038 | 0.5059 | 0.4189 | 0.4655 | 0.4146 | 0.4587 | 0.5921 | 0.3514 |
| deepmesh_dmiip_fdu | 0.7126 | 0.7645 | 0.6869 | 0.7085 | 0.7219 | 0.5923 | 0.5919 | 0.7655 | 0.6666 | 0.5659 |
| deepmesh_dmiip_fdu_ | 0.7106 | 0.7648 | 0.6839 | 0.7066 | 0.7212 | 0.5916 | 0.5915 | 0.7642 | 0.6640 | 0.5640 |
| attention_dmiip_fdu | 0.7108 | 0.7625 | 0.6853 | 0.7069 | 0.7155 | 0.5925 | 0.5916 | 0.7627 | 0.6655 | 0.5635 |
| NLM CNN | 0.6556 | 0.6856 | 0.6400 | 0.6439 | 0.6103 | 0.4954 | 0.4885 | 0.6826 | 0.6307 | 0.4910 |
| dmiip_fdu | 0.7114 | 0.7633 | 0.6868 | 0.7076 | 0.7181 | 0.5961 | 0.5949 | 0.7620 | 0.6670 | 0.5652 |
| X-BERT BioASQ | 0.2543 | 0.7565 | 0.1523 | 0.2406 | 0.6419 | 0.0164 | 0.0233 | 0.7840 | 0.1517 | 0.1463 |
| biobert with sample | 0.3072 | 0.3513 | 0.3019 | 0.3027 | 0.2736 | 0.2464 | 0.1525 | 0.3318 | 0.2861 | 0.1861 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5385 | 0.8051 | 0.7455 | 0.7563 | 0.5772 | 0.5292 |
| Default MTI | 0.5340 | 0.7679 | 0.7781 | 0.7555 | 0.5457 | 0.5503 |
| iria-1 | 0.4215 | 0.5801 | 0.7094 | 0.6235 | 0.3946 | 0.4758 |
| iria-mix | 0.4420 | 0.6066 | 0.7413 | 0.6524 | 0.4142 | 0.4986 |
| deepmesh_dmiip_fdu | 0.5767 | 0.8473 | 0.7669 | 0.7899 | 0.6227 | 0.5593 |
| deepmesh_dmiip_fdu_ | 0.5758 | 0.8479 | 0.7650 | 0.7891 | 0.6228 | 0.5577 |
| attention_dmiip_fdu | 0.5746 | 0.8456 | 0.7656 | 0.7886 | 0.6203 | 0.5572 |
| NLM CNN | 0.5240 | 0.8015 | 0.7273 | 0.7443 | 0.5620 | 0.5153 |
| dmiip_fdu | 0.5763 | 0.8466 | 0.7675 | 0.7900 | 0.6218 | 0.5593 |
| X-BERT BioASQ | 0.1881 | 0.8296 | 0.1657 | 0.2615 | 0.5077 | 0.1205 |
| biobert with sample | 0.2987 | 0.5929 | 0.4859 | 0.5076 | 0.3304 | 0.3023 |
+ Test batch 3, week 5
Annotated articles:3999/5936
Flat Measures
| System | MiF | EBP | EBR | EBF | MaP | MaR | MaF | MiP | MiR | Acc. |
|---|---|---|---|---|---|---|---|---|---|---|
| MTI First Line Index | 0.6454 | 0.6814 | 0.6351 | 0.6387 | 0.6255 | 0.5763 | 0.5498 | 0.6708 | 0.6218 | 0.4880 |
| Default MTI | 0.6503 | 0.6502 | 0.6728 | 0.6436 | 0.5957 | 0.6126 | 0.5688 | 0.6426 | 0.6581 | 0.4922 |
| iria-1 | 0.4800 | 0.4221 | 0.5571 | 0.4690 | 0.3635 | 0.4029 | 0.3590 | 0.4265 | 0.5490 | 0.3187 |
| iria-2 | 0.2718 | 0.2526 | 0.3177 | 0.2689 | 0.4127 | 0.4100 | 0.3470 | 0.2449 | 0.3052 | 0.1617 |
| iria-mix | 0.5138 | 0.4526 | 0.5976 | 0.5030 | 0.4104 | 0.4648 | 0.4124 | 0.4565 | 0.5877 | 0.3488 |
| deepmesh_dmiip_fdu | 0.7067 | 0.7568 | 0.6778 | 0.7005 | 0.7143 | 0.5910 | 0.5890 | 0.7584 | 0.6617 | 0.5564 |
| deepmesh_dmiip_fdu_ | 0.7047 | 0.7569 | 0.6749 | 0.6987 | 0.7133 | 0.5896 | 0.5875 | 0.7570 | 0.6591 | 0.5544 |
| attention_dmiip_fdu | 0.7044 | 0.7544 | 0.6764 | 0.6985 | 0.7089 | 0.5933 | 0.5898 | 0.7540 | 0.6609 | 0.5540 |
| NLM CNN | 0.6490 | 0.6784 | 0.6353 | 0.6378 | 0.6040 | 0.4982 | 0.4881 | 0.6732 | 0.6265 | 0.4844 |
| dmiip_fdu | 0.7041 | 0.7534 | 0.6760 | 0.6979 | 0.7083 | 0.5896 | 0.5870 | 0.7543 | 0.6602 | 0.5527 |
| X-BERT BioASQ | 0.2601 | 0.7721 | 0.1575 | 0.2489 | 0.6185 | 0.0166 | 0.0230 | 0.7921 | 0.1556 | 0.1518 |
Hierarchical Measures
| System | LCA-F | HiP | HiR | HiF | LCA-P | LCA-R |
|---|---|---|---|---|---|---|
| MTI First Line Index | 0.5211 | 0.7895 | 0.7328 | 0.7418 | 0.5568 | 0.5147 |
| Default MTI | 0.5283 | 0.7642 | 0.7677 | 0.7491 | 0.5398 | 0.5443 |
| iria-1 | 0.4191 | 0.5836 | 0.7057 | 0.6241 | 0.3937 | 0.4705 |
| iria-2 | 0.2899 | 0.4782 | 0.5633 | 0.4992 | 0.2706 | 0.3434 |
| iria-mix | 0.4388 | 0.6084 | 0.7353 | 0.6508 | 0.4125 | 0.4925 |
| deepmesh_dmiip_fdu | 0.5683 | 0.8454 | 0.7586 | 0.7847 | 0.6138 | 0.5502 |
| deepmesh_dmiip_fdu_ | 0.5667 | 0.8458 | 0.7561 | 0.7834 | 0.6134 | 0.5476 |
| attention_dmiip_fdu | 0.5663 | 0.8429 | 0.7579 | 0.7831 | 0.6111 | 0.5488 |
| NLM CNN | 0.5199 | 0.7969 | 0.7242 | 0.7402 | 0.5571 | 0.5117 |
| dmiip_fdu | 0.5658 | 0.8421 | 0.7579 | 0.7827 | 0.6103 | 0.5485 |
| X-BERT BioASQ | 0.1893 | 0.8401 | 0.1655 | 0.2628 | 0.5103 | 0.1211 |