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checkpoint_KKG / reference /summaries /label_efficiency /summary.md
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KGGuard+W checkpoints, scores, data, caches and references (code commit 3616af2) (part 10)
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# 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 |