KGGuard+W checkpoints, scores, data, caches and references (code commit 3616af2) (part 10)
2f94d1e verified
Label efficiency (E7, design split; mean over 3 seeds x draws)
dbpedia_accuracy
Labelled facts used (mean): 1% = 75 (11 errors), 5% = 374 (55 errors), 10% = 748 (112 errors), 25% = 1869 (275 errors), 100% = 7475 (1116 errors)
AP by label budget (mean ± sd over seeds x draws)
| method |
0.01 |
0.05 |
0.1 |
0.25 |
1.0 |
| KGGuard+W (cross-fit, + web evidence) |
0.149 ± 0.000 |
0.332 ± 0.022 |
0.357 ± 0.019 |
0.398 ± 0.022 |
0.470 ± 0.000 |
| KGGuard+ (cross-fit) |
0.149 ± 0.000 |
0.306 ± 0.021 |
0.337 ± 0.018 |
0.380 ± 0.020 |
0.454 ± 0.001 |
| KGGuard+W (cross-fit, + web evidence) [combiner=fixed] |
0.319 ± 0.029 |
0.360 ± 0.024 |
0.371 ± 0.016 |
0.391 ± 0.012 |
0.439 ± 0.001 |
| KGGuard+W (cross-fit, + web evidence) [combiner=logistic] |
0.279 ± 0.041 |
0.349 ± 0.023 |
0.364 ± 0.023 |
0.394 ± 0.013 |
0.456 ± 0.000 |
| PredicatePrior (cross-fit) |
0.179 ± 0.009 |
0.230 ± 0.021 |
0.280 ± 0.021 |
0.323 ± 0.022 |
0.404 ± 0.000 |
| GBDT (cross-fit, all features) |
0.220 ± 0.027 |
0.297 ± 0.031 |
0.344 ± 0.021 |
0.382 ± 0.024 |
0.493 ± 0.003 |
| GBDT (cross-fit, all features + web) |
0.236 ± 0.034 |
0.312 ± 0.034 |
0.362 ± 0.022 |
0.401 ± 0.028 |
0.494 ± 0.008 |
| KGGuard+W (cross-fit, + web evidence) [CV-selected combiner] |
0.305 ± 0.046 |
0.356 ± 0.024 |
0.371 ± 0.016 |
0.391 ± 0.019 |
0.470 ± 0.000 |
Runs beating the best label-free baseline (LLM zero-shot (Qwen2.5-7B), AP 0.257)
| method |
0.01 |
0.05 |
0.1 |
0.25 |
1.0 |
| KGGuard+W (cross-fit, + web evidence) |
0/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+ (cross-fit) |
0/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [combiner=fixed] |
14/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [combiner=logistic] |
11/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| PredicatePrior (cross-fit) |
0/15 |
2/15 |
13/15 |
15/15 |
3/3 |
| GBDT (cross-fit, all features) |
1/15 |
14/15 |
15/15 |
15/15 |
3/3 |
| GBDT (cross-fit, all features + web) |
4/15 |
14/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [CV-selected combiner] |
12/15 |
15/15 |
15/15 |
15/15 |
3/3 |
Label-free baselines (E1, no labels)
| method |
AP |
| LLM zero-shot (Qwen2.5-7B) |
0.257 |
| FactCheck-Consensus (4 LLMs, GIV-F) |
0.255 |
| FactCheck-RAG (Gemma2-9B, web) |
0.233 |
| FactCheck-GIV-F (Gemma2-9B) |
0.219 |
| SDValidate |
0.182 |
| PaTyBRED |
0.177 |
| FactCheck-DKA (Gemma2-9B) |
0.157 |
| TransE |
0.151 |
| CAGED |
0.142 |
| ComplEx |
0.139 |
Combiner chosen by the CV rule
| budget |
fixed |
gam |
logistic |
| 0.01 |
11 |
0 |
4 |
| 0.05 |
13 |
1 |
1 |
| 0.1 |
15 |
0 |
0 |
| 0.25 |
8 |
5 |
2 |
| 1 |
0 |
3 |
0 |
factbench
Labelled facts used (mean): 1% = 15 (7 errors), 5% = 76 (40 errors), 10% = 153 (78 errors), 25% = 382 (195 errors), 100% = 1530 (780 errors)
AP by label budget (mean ± sd over seeds x draws)
| method |
0.01 |
0.05 |
0.1 |
0.25 |
1.0 |
| KGGuard+W (cross-fit, + web evidence) |
0.510 ± 0.000 |
0.510 ± 0.000 |
0.896 ± 0.013 |
0.919 ± 0.006 |
0.928 ± 0.000 |
| KGGuard+ (cross-fit) |
0.510 ± 0.000 |
0.510 ± 0.000 |
0.834 ± 0.011 |
0.861 ± 0.009 |
0.876 ± 0.000 |
| KGGuard+W (cross-fit, + web evidence) [combiner=fixed] |
0.636 ± 0.074 |
0.880 ± 0.020 |
0.899 ± 0.007 |
0.909 ± 0.005 |
0.918 ± 0.000 |
| KGGuard+W (cross-fit, + web evidence) [combiner=logistic] |
0.609 ± 0.066 |
0.895 ± 0.012 |
0.914 ± 0.005 |
0.918 ± 0.004 |
0.925 ± 0.000 |
| PredicatePrior (cross-fit) |
0.510 ± 0.004 |
0.508 ± 0.006 |
0.508 ± 0.005 |
0.511 ± 0.006 |
0.509 ± 0.000 |
| GBDT (cross-fit, all features) |
0.510 ± 0.000 |
0.791 ± 0.026 |
0.856 ± 0.019 |
0.893 ± 0.009 |
0.934 ± 0.001 |
| GBDT (cross-fit, all features + web) |
0.510 ± 0.000 |
0.897 ± 0.022 |
0.938 ± 0.008 |
0.960 ± 0.007 |
0.981 ± 0.000 |
| KGGuard+W (cross-fit, + web evidence) [CV-selected combiner] |
0.617 ± 0.074 |
0.883 ± 0.023 |
0.908 ± 0.008 |
0.912 ± 0.006 |
0.928 ± 0.000 |
Runs beating the best label-free baseline (FactCheck-RAG (Gemma2-9B, web), AP 0.834)
| method |
0.01 |
0.05 |
0.1 |
0.25 |
1.0 |
| KGGuard+W (cross-fit, + web evidence) |
0/15 |
0/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+ (cross-fit) |
0/15 |
0/15 |
6/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [combiner=fixed] |
0/15 |
14/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [combiner=logistic] |
0/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| PredicatePrior (cross-fit) |
0/15 |
0/15 |
0/15 |
0/15 |
0/3 |
| GBDT (cross-fit, all features) |
0/15 |
0/15 |
13/15 |
15/15 |
3/3 |
| GBDT (cross-fit, all features + web) |
0/15 |
15/15 |
15/15 |
15/15 |
3/3 |
| KGGuard+W (cross-fit, + web evidence) [CV-selected combiner] |
0/15 |
14/15 |
15/15 |
15/15 |
3/3 |
Label-free baselines (E1, no labels)
| method |
AP |
| FactCheck-RAG (Gemma2-9B, web) |
0.834 |
| FactCheck-Consensus (4 LLMs, GIV-F) |
0.774 |
| LLM zero-shot (Qwen2.5-7B) |
0.741 |
| FactCheck-GIV-F (Gemma2-9B) |
0.669 |
| SDValidate |
0.657 |
| FactCheck-DKA (Gemma2-9B) |
0.656 |
| PaTyBRED |
0.617 |
| TransE |
0.568 |
| CAGED |
0.533 |
| ComplEx |
0.513 |
Combiner chosen by the CV rule
| budget |
fixed |
gam |
logistic |
| 0.01 |
4 |
1 |
10 |
| 0.05 |
9 |
0 |
6 |
| 0.1 |
7 |
0 |
8 |
| 0.25 |
6 |
4 |
5 |
| 1 |
0 |
3 |
0 |
