leap-kt: 4 dataset(s), 92 files
Browse files- README.md +2 -0
- assist2012/fold0/checkpoint/config.json +19 -0
- assist2012/fold0/checkpoint/model.safetensors +3 -0
- assist2012/fold0/epochs.jsonl +27 -0
- assist2012/fold0/run.json +34 -0
- assist2012/fold1/checkpoint/config.json +19 -0
- assist2012/fold1/checkpoint/model.safetensors +3 -0
- assist2012/fold1/epochs.jsonl +28 -0
- assist2012/fold1/run.json +34 -0
- assist2012/fold2/checkpoint/config.json +19 -0
- assist2012/fold2/checkpoint/model.safetensors +3 -0
- assist2012/fold2/epochs.jsonl +28 -0
- assist2012/fold2/run.json +34 -0
- assist2012/fold3/checkpoint/config.json +19 -0
- assist2012/fold3/checkpoint/model.safetensors +3 -0
- assist2012/fold3/epochs.jsonl +28 -0
- assist2012/fold3/run.json +34 -0
- assist2012/fold4/checkpoint/config.json +19 -0
- assist2012/fold4/checkpoint/model.safetensors +3 -0
- assist2012/fold4/epochs.jsonl +28 -0
- assist2012/fold4/run.json +34 -0
- assist2012/folds.json +2470 -0
- assist2012/split.json +0 -0
- assist2012/summary.json +63 -0
- results.json +63 -0
README.md
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datasets:
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- algebra2005
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- assist2009
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- dbe_kt22
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metrics:
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- auc
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| `algebra2005` | **0.8196** ± 0.0013 | 0.8144 | 0.8847 | — | — |
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| `assist2009` | **0.7618** ± 0.0014 | 0.7374 | 0.8162 | — | — |
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| `dbe_kt22` | **0.7947** ± 0.0007 | 0.7937 | 0.8737 | — | — |
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Per-fold values are in each dataset's `summary.json`. The mean is never reported without the spread — 0.75 ± 0.001 and 0.75 ± 0.09 are different claims.
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datasets:
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- algebra2005
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- assist2009
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- assist2012
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- dbe_kt22
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metrics:
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- auc
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| `algebra2005` | **0.8196** ± 0.0013 | 0.8144 | 0.8847 | — | — |
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| `assist2009` | **0.7618** ± 0.0014 | 0.7374 | 0.8162 | — | — |
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| `assist2012` | **0.7323** ± 0.0002 | 0.7337 | 0.8269 | — | — |
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| `dbe_kt22` | **0.7947** ± 0.0007 | 0.7937 | 0.8737 | — | — |
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Per-fold values are in each dataset's `summary.json`. The mean is never reported without the spread — 0.75 ± 0.001 and 0.75 ± 0.09 are different claims.
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assist2012/fold0/checkpoint/config.json
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{
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"architectures": [
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"AddressingTwoProblemsDeeModel"
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],
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"dataset": "assist2012",
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"dropout": 0.5,
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"dtype": "float32",
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"hidden_size": 200,
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"input_level": "concept",
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"lambda_r": 0.1,
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"lambda_w1": 0.003,
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"lambda_w2": 3.0,
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"max_seq_len": 200,
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"model_type": "addressingtwoproblemsdee",
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"n_concepts": 265,
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"n_questions": 53065,
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"num_layers": 1,
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"transformers_version": "5.14.1"
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}
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assist2012/fold0/checkpoint/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1fe0e2a40bc59181eb76553765410557b42bcfd910473dd57574e62d2f64f12a
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size 1924084
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assist2012/fold0/epochs.jsonl
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 0, "train_loss": 0.6080571960375533, "val_auc": 0.7130806608081961, "val_acc": 0.7268650211047899, "val_f1": 0.8240133499468633, "epochs_without_improvement": 0, "best_epoch": 0, "seconds": 53.276}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 1, "train_loss": 0.589768131323059, "val_auc": 0.7178917556747095, "val_acc": 0.7287919801798495, "val_f1": 0.8253556039099073, "epochs_without_improvement": 0, "best_epoch": 1, "seconds": 57.85}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 2, "train_loss": 0.5862597625198903, "val_auc": 0.7208447000266218, "val_acc": 0.7295283538263901, "val_f1": 0.8238919309691739, "epochs_without_improvement": 0, "best_epoch": 2, "seconds": 58.707}
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+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 3, "train_loss": 0.5839663644779313, "val_auc": 0.7225152563440171, "val_acc": 0.7304367773903468, "val_f1": 0.8246939439237836, "epochs_without_improvement": 0, "best_epoch": 3, "seconds": 74.619}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 4, "train_loss": 0.5824102715521298, "val_auc": 0.723763343242745, "val_acc": 0.7311846210313819, "val_f1": 0.8250257574173896, "epochs_without_improvement": 0, "best_epoch": 4, "seconds": 63.998}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 5, "train_loss": 0.581027576597449, "val_auc": 0.7247790906639235, "val_acc": 0.7316296568177647, "val_f1": 0.8255212527964206, "epochs_without_improvement": 0, "best_epoch": 5, "seconds": 54.495}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 6, "train_loss": 0.5798240676854376, "val_auc": 0.7256342156499113, "val_acc": 0.7319852266470912, "val_f1": 0.8258384004317033, "epochs_without_improvement": 0, "best_epoch": 6, "seconds": 59.336}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 7, "train_loss": 0.5787382631564034, "val_auc": 0.7264311582922953, "val_acc": 0.7320448706184621, "val_f1": 0.8254577350613177, "epochs_without_improvement": 0, "best_epoch": 7, "seconds": 57.416}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 8, "train_loss": 0.5776725743978905, "val_auc": 0.7270459036604072, "val_acc": 0.7325679023674069, "val_f1": 0.8266769351081086, "epochs_without_improvement": 0, "best_epoch": 8, "seconds": 72.554}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 9, "train_loss": 0.5767298741556737, "val_auc": 0.7275979574758105, "val_acc": 0.7326390163332721, "val_f1": 0.8263789368935076, "epochs_without_improvement": 0, "best_epoch": 9, "seconds": 61.933}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 10, "train_loss": 0.5758300117628004, "val_auc": 0.7280247053141156, "val_acc": 0.732795008258396, "val_f1": 0.826633644503715, "epochs_without_improvement": 0, "best_epoch": 10, "seconds": 60.468}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 11, "train_loss": 0.5748964090669669, "val_auc": 0.728367760725836, "val_acc": 0.7326367223343733, "val_f1": 0.8266586551689776, "epochs_without_improvement": 0, "best_epoch": 11, "seconds": 55.155}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 12, "train_loss": 0.574027809354561, "val_auc": 0.7288965415020683, "val_acc": 0.7330427601394751, "val_f1": 0.8265020723380148, "epochs_without_improvement": 0, "best_epoch": 12, "seconds": 58.684}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 13, "train_loss": 0.57313422905212, "val_auc": 0.729032933325877, "val_acc": 0.7332033400623967, "val_f1": 0.8267866876763007, "epochs_without_improvement": 0, "best_epoch": 13, "seconds": 73.498}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 14, "train_loss": 0.5723009837063425, "val_auc": 0.7293045340456594, "val_acc": 0.7331758120756102, "val_f1": 0.8267249444335198, "epochs_without_improvement": 0, "best_epoch": 14, "seconds": 58.905}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 15, "train_loss": 0.5713984686410799, "val_auc": 0.7294979845860835, "val_acc": 0.7333753899798128, "val_f1": 0.8268733773149561, "epochs_without_improvement": 0, "best_epoch": 15, "seconds": 62.476}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 16, "train_loss": 0.5705469375556503, "val_auc": 0.7295677929971881, "val_acc": 0.733409799963296, "val_f1": 0.8267793528000119, "epochs_without_improvement": 0, "best_epoch": 16, "seconds": 56.97}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 17, "train_loss": 0.5695673343331109, "val_auc": 0.7293844124849297, "val_acc": 0.7332400440447788, "val_f1": 0.8273443462199747, "epochs_without_improvement": 1, "best_epoch": 16, "seconds": 59.303}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 18, "train_loss": 0.5687086756658059, "val_auc": 0.7294503065811158, "val_acc": 0.733331804000734, "val_f1": 0.8274667537402042, "epochs_without_improvement": 2, "best_epoch": 16, "seconds": 76.96}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 19, "train_loss": 0.5678661782266835, "val_auc": 0.7291663627374203, "val_acc": 0.7332033400623967, "val_f1": 0.827167648955742, "epochs_without_improvement": 3, "best_epoch": 16, "seconds": 57.698}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 20, "train_loss": 0.5669854161997961, "val_auc": 0.7291162931342596, "val_acc": 0.7331849880712057, "val_f1": 0.8271470268278039, "epochs_without_improvement": 4, "best_epoch": 16, "seconds": 58.941}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 21, "train_loss": 0.565793380517662, "val_auc": 0.7288449755201941, "val_acc": 0.7331069921086438, "val_f1": 0.8275092143147308, "epochs_without_improvement": 5, "best_epoch": 16, "seconds": 58.947}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 22, "train_loss": 0.5649936384733152, "val_auc": 0.7287396949800706, "val_acc": 0.7329899981648009, "val_f1": 0.827071847008467, "epochs_without_improvement": 6, "best_epoch": 16, "seconds": 58.542}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 23, "train_loss": 0.5641434493780491, "val_auc": 0.728652485727926, "val_acc": 0.7329165902000367, "val_f1": 0.8270181365972374, "epochs_without_improvement": 7, "best_epoch": 16, "seconds": 71.896}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 24, "train_loss": 0.563175707878365, "val_auc": 0.7283637555243054, "val_acc": 0.7330817581207562, "val_f1": 0.8272093164851713, "epochs_without_improvement": 8, "best_epoch": 16, "seconds": 58.046}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 25, "train_loss": 0.5623397267413883, "val_auc": 0.7277955037818199, "val_acc": 0.7327399522848229, "val_f1": 0.8272059041641205, "epochs_without_improvement": 9, "best_epoch": 16, "seconds": 56.944}
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 0, "git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067", "leap_kt_version": "0.1.0", "run_id": "19feace96af-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 26, "train_loss": 0.5619946180622787, "val_auc": 0.7276654835734837, "val_acc": 0.7326069003486878, "val_f1": 0.8269992846181018, "epochs_without_improvement": 10, "best_epoch": 16, "seconds": 58.595}
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assist2012/fold0/run.json
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|
| 1 |
+
{
|
| 2 |
+
"model": "addressingtwoproblemsdee",
|
| 3 |
+
"dataset": "assist2012",
|
| 4 |
+
"fold": 0,
|
| 5 |
+
"git_commit": "d3d7746428098438a7136acc9d27a3f7aa09e067",
|
| 6 |
+
"leap_kt_version": "0.1.0",
|
| 7 |
+
"run_id": "19feace96af-2c0127",
|
| 8 |
+
"device": "cuda:NVIDIA GeForce RTX 3090",
|
| 9 |
+
"hardware": {
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"accelerator": "NVIDIA GeForce RTX 3090",
|
| 12 |
+
"torch_version": "2.9.1+cu128",
|
| 13 |
+
"cuda_version": "12.8",
|
| 14 |
+
"cpu": "x86_64",
|
| 15 |
+
"platform": "Linux 5.15.0-140-generic"
|
| 16 |
+
},
|
| 17 |
+
"protocol": {
|
| 18 |
+
"test_ratio": 0.2,
|
| 19 |
+
"n_folds": 5,
|
| 20 |
+
"early_stopping_patience": 10,
|
| 21 |
+
"early_stopping_metric": "auc",
|
| 22 |
+
"max_epochs": 200,
|
| 23 |
+
"primary_metric": "auc",
|
| 24 |
+
"secondary_metrics": [
|
| 25 |
+
"acc",
|
| 26 |
+
"f1"
|
| 27 |
+
],
|
| 28 |
+
"validation_source": "held_out_fold",
|
| 29 |
+
"seed": 0,
|
| 30 |
+
"is_deviation": false,
|
| 31 |
+
"deviation_reason": ""
|
| 32 |
+
},
|
| 33 |
+
"protocol_description": "80%/20% user-level split, 5-fold CV (validation = held_out_fold), max 200 epochs, early stop patience 10 on auc, metrics auc + acc/f1"
|
| 34 |
+
}
|
assist2012/fold1/checkpoint/config.json
ADDED
|
@@ -0,0 +1,19 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"AddressingTwoProblemsDeeModel"
|
| 4 |
+
],
|
| 5 |
+
"dataset": "assist2012",
|
| 6 |
+
"dropout": 0.5,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"hidden_size": 200,
|
| 9 |
+
"input_level": "concept",
|
| 10 |
+
"lambda_r": 0.1,
|
| 11 |
+
"lambda_w1": 0.003,
|
| 12 |
+
"lambda_w2": 3.0,
|
| 13 |
+
"max_seq_len": 200,
|
| 14 |
+
"model_type": "addressingtwoproblemsdee",
|
| 15 |
+
"n_concepts": 265,
|
| 16 |
+
"n_questions": 53065,
|
| 17 |
+
"num_layers": 1,
|
| 18 |
+
"transformers_version": "5.14.1"
|
| 19 |
+
}
|
assist2012/fold1/checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:08bc0a1d2c9873291c897242c4d78be91dba8d56fddf66aab10df755427cf029
|
| 3 |
+
size 1924084
|
assist2012/fold1/epochs.jsonl
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
| 1 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 0, "train_loss": 0.6088352171485527, "val_auc": 0.7151293200484707, "val_acc": 0.7279155421568156, "val_f1": 0.8239629152411843, "epochs_without_improvement": 0, "best_epoch": 0, "seconds": 73.798}
|
| 2 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 1, "train_loss": 0.5905709497818799, "val_auc": 0.7179126971928582, "val_acc": 0.7293759742890694, "val_f1": 0.8254455255503551, "epochs_without_improvement": 0, "best_epoch": 1, "seconds": 63.444}
|
| 3 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 2, "train_loss": 0.5868834531679196, "val_auc": 0.7217047305436095, "val_acc": 0.7310813378290837, "val_f1": 0.8255188955970919, "epochs_without_improvement": 0, "best_epoch": 2, "seconds": 57.059}
|
| 4 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 3, "train_loss": 0.5847204991825268, "val_auc": 0.7242513491730932, "val_acc": 0.7320313054386218, "val_f1": 0.8251032372574447, "epochs_without_improvement": 0, "best_epoch": 3, "seconds": 59.952}
|
| 5 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 4, "train_loss": 0.5830285273724821, "val_auc": 0.7260050867558668, "val_acc": 0.7328279047834875, "val_f1": 0.825853157787937, "epochs_without_improvement": 0, "best_epoch": 4, "seconds": 58.242}
|
| 6 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 5, "train_loss": 0.5818071407867931, "val_auc": 0.7271838980168379, "val_acc": 0.733427643370714, "val_f1": 0.8264600253334327, "epochs_without_improvement": 0, "best_epoch": 5, "seconds": 60.422}
|
| 7 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 6, "train_loss": 0.5805430962284819, "val_auc": 0.7281434143288115, "val_acc": 0.73372522358575, "val_f1": 0.8271888853234451, "epochs_without_improvement": 0, "best_epoch": 6, "seconds": 72.701}
|
| 8 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 7, "train_loss": 0.5796283601297489, "val_auc": 0.7289087837794908, "val_acc": 0.7341715939083041, "val_f1": 0.8279307805487356, "epochs_without_improvement": 0, "best_epoch": 7, "seconds": 59.028}
|
| 9 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 8, "train_loss": 0.5786875692731736, "val_auc": 0.7295092946533548, "val_acc": 0.7344371270232594, "val_f1": 0.8279634789597702, "epochs_without_improvement": 0, "best_epoch": 8, "seconds": 57.718}
|
| 10 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 9, "train_loss": 0.5778808454702017, "val_auc": 0.7300544024791746, "val_acc": 0.7344737522804945, "val_f1": 0.8281319684288041, "epochs_without_improvement": 0, "best_epoch": 9, "seconds": 59.198}
|
| 11 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 10, "train_loss": 0.5768298898196681, "val_auc": 0.7303499951255582, "val_acc": 0.734741574474027, "val_f1": 0.8285276282417423, "epochs_without_improvement": 0, "best_epoch": 10, "seconds": 58.674}
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| 12 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 11, "train_loss": 0.5760226520705541, "val_auc": 0.7308110349069938, "val_acc": 0.7348651847171958, "val_f1": 0.8286222427395347, "epochs_without_improvement": 0, "best_epoch": 11, "seconds": 66.027}
|
| 13 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 12, "train_loss": 0.5749962992777973, "val_auc": 0.7313021126272339, "val_acc": 0.734981927724633, "val_f1": 0.8284202211456239, "epochs_without_improvement": 0, "best_epoch": 12, "seconds": 65.469}
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| 14 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 13, "train_loss": 0.5741839695384209, "val_auc": 0.7314442434317188, "val_acc": 0.7349636150960154, "val_f1": 0.8288400957335308, "epochs_without_improvement": 0, "best_epoch": 13, "seconds": 58.768}
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| 15 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 14, "train_loss": 0.573297588423138, "val_auc": 0.7317792067873541, "val_acc": 0.7350666236319894, "val_f1": 0.8286104381511997, "epochs_without_improvement": 0, "best_epoch": 14, "seconds": 58.85}
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| 16 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 15, "train_loss": 0.5724811747028073, "val_auc": 0.7316211103970106, "val_acc": 0.734993373117519, "val_f1": 0.8288195840923608, "epochs_without_improvement": 1, "best_epoch": 14, "seconds": 60.224}
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| 17 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 16, "train_loss": 0.5715205001175669, "val_auc": 0.7317339065401172, "val_acc": 0.735336734904099, "val_f1": 0.829083329637678, "epochs_without_improvement": 2, "best_epoch": 14, "seconds": 63.463}
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| 18 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 17, "train_loss": 0.570568880744356, "val_auc": 0.7319253698986887, "val_acc": 0.7351558976965002, "val_f1": 0.8288949654459491, "epochs_without_improvement": 0, "best_epoch": 17, "seconds": 57.803}
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| 19 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 18, "train_loss": 0.5696951130524078, "val_auc": 0.7316992826151312, "val_acc": 0.7350643345534122, "val_f1": 0.8285604672486043, "epochs_without_improvement": 1, "best_epoch": 17, "seconds": 64.226}
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| 20 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 19, "train_loss": 0.5688424471760222, "val_auc": 0.7318291159422603, "val_acc": 0.7348491611671554, "val_f1": 0.8282828582314022, "epochs_without_improvement": 2, "best_epoch": 17, "seconds": 58.748}
|
| 21 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 20, "train_loss": 0.567979599976079, "val_auc": 0.7314833206689466, "val_acc": 0.7348056686741886, "val_f1": 0.8281856660230229, "epochs_without_improvement": 3, "best_epoch": 17, "seconds": 59.289}
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| 22 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 21, "train_loss": 0.5671324694493196, "val_auc": 0.7314549831667738, "val_acc": 0.734947591545975, "val_f1": 0.8283214077081152, "epochs_without_improvement": 4, "best_epoch": 17, "seconds": 67.173}
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| 23 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 22, "train_loss": 0.5660565085432328, "val_auc": 0.7309268988416183, "val_acc": 0.7347438635526041, "val_f1": 0.8276920377510554, "epochs_without_improvement": 5, "best_epoch": 17, "seconds": 57.473}
|
| 24 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 23, "train_loss": 0.5650579882854869, "val_auc": 0.7310461100335883, "val_acc": 0.7350002403532506, "val_f1": 0.8280891518280757, "epochs_without_improvement": 6, "best_epoch": 17, "seconds": 59.231}
|
| 25 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 24, "train_loss": 0.5644791621332891, "val_auc": 0.7309619297285499, "val_acc": 0.7350231311390226, "val_f1": 0.8280876633068438, "epochs_without_improvement": 7, "best_epoch": 17, "seconds": 65.568}
|
| 26 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 25, "train_loss": 0.5632540388323399, "val_auc": 0.7302976361528664, "val_acc": 0.7350689127105666, "val_f1": 0.8282163514843329, "epochs_without_improvement": 8, "best_epoch": 17, "seconds": 58.346}
|
| 27 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 26, "train_loss": 0.5622233653670788, "val_auc": 0.7300444962121175, "val_acc": 0.7345767608164685, "val_f1": 0.8274595701369586, "epochs_without_improvement": 9, "best_epoch": 17, "seconds": 70.211}
|
| 28 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 1, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feae8268e-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 27, "train_loss": 0.5617339108000893, "val_auc": 0.730269932219977, "val_acc": 0.7345195338520385, "val_f1": 0.8273337273684164, "epochs_without_improvement": 10, "best_epoch": 17, "seconds": 55.095}
|
assist2012/fold1/run.json
ADDED
|
@@ -0,0 +1,34 @@
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|
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "addressingtwoproblemsdee",
|
| 3 |
+
"dataset": "assist2012",
|
| 4 |
+
"fold": 1,
|
| 5 |
+
"git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505",
|
| 6 |
+
"leap_kt_version": "0.1.0",
|
| 7 |
+
"run_id": "19feae8268e-2c0127",
|
| 8 |
+
"device": "cuda:NVIDIA GeForce RTX 3090",
|
| 9 |
+
"hardware": {
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"accelerator": "NVIDIA GeForce RTX 3090",
|
| 12 |
+
"torch_version": "2.9.1+cu128",
|
| 13 |
+
"cuda_version": "12.8",
|
| 14 |
+
"cpu": "x86_64",
|
| 15 |
+
"platform": "Linux 5.15.0-140-generic"
|
| 16 |
+
},
|
| 17 |
+
"protocol": {
|
| 18 |
+
"test_ratio": 0.2,
|
| 19 |
+
"n_folds": 5,
|
| 20 |
+
"early_stopping_patience": 10,
|
| 21 |
+
"early_stopping_metric": "auc",
|
| 22 |
+
"max_epochs": 200,
|
| 23 |
+
"primary_metric": "auc",
|
| 24 |
+
"secondary_metrics": [
|
| 25 |
+
"acc",
|
| 26 |
+
"f1"
|
| 27 |
+
],
|
| 28 |
+
"validation_source": "held_out_fold",
|
| 29 |
+
"seed": 0,
|
| 30 |
+
"is_deviation": false,
|
| 31 |
+
"deviation_reason": ""
|
| 32 |
+
},
|
| 33 |
+
"protocol_description": "80%/20% user-level split, 5-fold CV (validation = held_out_fold), max 200 epochs, early stop patience 10 on auc, metrics auc + acc/f1"
|
| 34 |
+
}
|
assist2012/fold2/checkpoint/config.json
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"AddressingTwoProblemsDeeModel"
|
| 4 |
+
],
|
| 5 |
+
"dataset": "assist2012",
|
| 6 |
+
"dropout": 0.5,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"hidden_size": 200,
|
| 9 |
+
"input_level": "concept",
|
| 10 |
+
"lambda_r": 0.1,
|
| 11 |
+
"lambda_w1": 0.003,
|
| 12 |
+
"lambda_w2": 3.0,
|
| 13 |
+
"max_seq_len": 200,
|
| 14 |
+
"model_type": "addressingtwoproblemsdee",
|
| 15 |
+
"n_concepts": 265,
|
| 16 |
+
"n_questions": 53065,
|
| 17 |
+
"num_layers": 1,
|
| 18 |
+
"transformers_version": "5.14.1"
|
| 19 |
+
}
|
assist2012/fold2/checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:ff4d70ecfeeea4d2a938a2980c91b30d3f6ab8efc19ea588ed4c478eb464e1df
|
| 3 |
+
size 1924084
|
assist2012/fold2/epochs.jsonl
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 0, "train_loss": 0.6080905971081392, "val_auc": 0.7117975401361968, "val_acc": 0.7251575500212558, "val_f1": 0.8225989075355322, "epochs_without_improvement": 0, "best_epoch": 0, "seconds": 58.164}
|
| 2 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 1, "train_loss": 0.5891625295760724, "val_auc": 0.7174189997096314, "val_acc": 0.7273298483128483, "val_f1": 0.8250067832638517, "epochs_without_improvement": 0, "best_epoch": 1, "seconds": 62.084}
|
| 3 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 2, "train_loss": 0.5855439072723558, "val_auc": 0.7207730424838211, "val_acc": 0.7285047580339999, "val_f1": 0.8252749433277011, "epochs_without_improvement": 0, "best_epoch": 2, "seconds": 67.821}
|
| 4 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 3, "train_loss": 0.5831768122731047, "val_auc": 0.7228505593217588, "val_acc": 0.7292779093614378, "val_f1": 0.8246307669727658, "epochs_without_improvement": 0, "best_epoch": 3, "seconds": 64.142}
|
| 5 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 4, "train_loss": 0.5815396309783267, "val_auc": 0.7239529898253068, "val_acc": 0.7298852185612378, "val_f1": 0.8244834646458055, "epochs_without_improvement": 0, "best_epoch": 4, "seconds": 56.295}
|
| 6 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 5, "train_loss": 0.5803016865465691, "val_auc": 0.7250532718313071, "val_acc": 0.7302192386211278, "val_f1": 0.8241761252922837, "epochs_without_improvement": 0, "best_epoch": 5, "seconds": 59.126}
|
| 7 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 6, "train_loss": 0.5791092518529128, "val_auc": 0.7257364499300472, "val_acc": 0.7303313572426293, "val_f1": 0.8236478394759996, "epochs_without_improvement": 0, "best_epoch": 6, "seconds": 58.092}
|
| 8 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 7, "train_loss": 0.5780189839863282, "val_auc": 0.7264361366283137, "val_acc": 0.7306957427625094, "val_f1": 0.8236102271614609, "epochs_without_improvement": 0, "best_epoch": 7, "seconds": 73.687}
|
| 9 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 8, "train_loss": 0.5769873855729485, "val_auc": 0.7271984091315894, "val_acc": 0.7305929673594663, "val_f1": 0.8233494048238977, "epochs_without_improvement": 0, "best_epoch": 8, "seconds": 66.214}
|
| 10 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 9, "train_loss": 0.5761244461073012, "val_auc": 0.7277523258550386, "val_acc": 0.7309176442008979, "val_f1": 0.8236003901650238, "epochs_without_improvement": 0, "best_epoch": 9, "seconds": 53.949}
|
| 11 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 10, "train_loss": 0.5751746431744771, "val_auc": 0.7280732602719093, "val_acc": 0.7308545774763032, "val_f1": 0.8231379182258842, "epochs_without_improvement": 0, "best_epoch": 10, "seconds": 59.163}
|
| 12 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 11, "train_loss": 0.5742900676207302, "val_auc": 0.7288261000153271, "val_acc": 0.7313894767330502, "val_f1": 0.82365695936797, "epochs_without_improvement": 0, "best_epoch": 11, "seconds": 59.09}
|
| 13 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 12, "train_loss": 0.5734215376550437, "val_auc": 0.7293409395712501, "val_acc": 0.7314595508714887, "val_f1": 0.8235541483583524, "epochs_without_improvement": 0, "best_epoch": 12, "seconds": 64.122}
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| 14 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 13, "train_loss": 0.5726067817352646, "val_auc": 0.7295359149894268, "val_acc": 0.7317164893790964, "val_f1": 0.8241854627000467, "epochs_without_improvement": 0, "best_epoch": 13, "seconds": 71.524}
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| 15 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 14, "train_loss": 0.5715816078447801, "val_auc": 0.7297093739186216, "val_acc": 0.7319056895528803, "val_f1": 0.8245085057780578, "epochs_without_improvement": 0, "best_epoch": 14, "seconds": 55.988}
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| 16 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 15, "train_loss": 0.5707209230972681, "val_auc": 0.729832380665105, "val_acc": 0.7317468548390864, "val_f1": 0.8241749493242209, "epochs_without_improvement": 0, "best_epoch": 15, "seconds": 57.433}
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| 17 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 16, "train_loss": 0.5698994985762265, "val_auc": 0.7297388966715967, "val_acc": 0.7319337192082557, "val_f1": 0.8248503588031146, "epochs_without_improvement": 1, "best_epoch": 15, "seconds": 59.196}
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| 18 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 17, "train_loss": 0.5689533290505763, "val_auc": 0.7298925268991243, "val_acc": 0.7320388304159133, "val_f1": 0.8252090059589744, "epochs_without_improvement": 0, "best_epoch": 17, "seconds": 65.436}
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| 19 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 18, "train_loss": 0.568073236977665, "val_auc": 0.7297954439788714, "val_acc": 0.7320762032897472, "val_f1": 0.8248437454665952, "epochs_without_improvement": 1, "best_epoch": 17, "seconds": 66.77}
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| 20 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 19, "train_loss": 0.5671509424285295, "val_auc": 0.7297406641853814, "val_acc": 0.7320108007605379, "val_f1": 0.8247645958226737, "epochs_without_improvement": 2, "best_epoch": 17, "seconds": 63.745}
|
| 21 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 20, "train_loss": 0.5661799465955542, "val_auc": 0.7296266443923447, "val_acc": 0.7322747466819896, "val_f1": 0.8257936845688995, "epochs_without_improvement": 3, "best_epoch": 17, "seconds": 58.823}
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| 22 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 21, "train_loss": 0.5651601756804068, "val_auc": 0.729323317315038, "val_acc": 0.7318799957021195, "val_f1": 0.8257055700058156, "epochs_without_improvement": 4, "best_epoch": 17, "seconds": 58.856}
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| 23 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 22, "train_loss": 0.5642732746611717, "val_auc": 0.7290711752857555, "val_acc": 0.7320645242666741, "val_f1": 0.8252803392401824, "epochs_without_improvement": 5, "best_epoch": 17, "seconds": 59.218}
|
| 24 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 23, "train_loss": 0.5633898150142647, "val_auc": 0.7286352858289437, "val_acc": 0.7319921143236211, "val_f1": 0.8257541128249675, "epochs_without_improvement": 6, "best_epoch": 17, "seconds": 58.625}
|
| 25 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 24, "train_loss": 0.5624980242033033, "val_auc": 0.7281984409883938, "val_acc": 0.731566997883761, "val_f1": 0.8248718781001843, "epochs_without_improvement": 7, "best_epoch": 17, "seconds": 57.745}
|
| 26 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 25, "train_loss": 0.5614721057411471, "val_auc": 0.7279375559820026, "val_acc": 0.7318356154144419, "val_f1": 0.8256716907443794, "epochs_without_improvement": 8, "best_epoch": 17, "seconds": 55.493}
|
| 27 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 26, "train_loss": 0.5603932747589728, "val_auc": 0.7273261056696858, "val_acc": 0.7318029141498372, "val_f1": 0.8259654356017546, "epochs_without_improvement": 9, "best_epoch": 17, "seconds": 46.213}
|
| 28 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 2, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb02cdeb-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 27, "train_loss": 0.5597089452984071, "val_auc": 0.7266187588172712, "val_acc": 0.7310951653516087, "val_f1": 0.825148654703412, "epochs_without_improvement": 10, "best_epoch": 17, "seconds": 45.744}
|
assist2012/fold2/run.json
ADDED
|
@@ -0,0 +1,34 @@
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "addressingtwoproblemsdee",
|
| 3 |
+
"dataset": "assist2012",
|
| 4 |
+
"fold": 2,
|
| 5 |
+
"git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505",
|
| 6 |
+
"leap_kt_version": "0.1.0",
|
| 7 |
+
"run_id": "19feb02cdeb-2c0127",
|
| 8 |
+
"device": "cuda:NVIDIA GeForce RTX 3090",
|
| 9 |
+
"hardware": {
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"accelerator": "NVIDIA GeForce RTX 3090",
|
| 12 |
+
"torch_version": "2.9.1+cu128",
|
| 13 |
+
"cuda_version": "12.8",
|
| 14 |
+
"cpu": "x86_64",
|
| 15 |
+
"platform": "Linux 5.15.0-140-generic"
|
| 16 |
+
},
|
| 17 |
+
"protocol": {
|
| 18 |
+
"test_ratio": 0.2,
|
| 19 |
+
"n_folds": 5,
|
| 20 |
+
"early_stopping_patience": 10,
|
| 21 |
+
"early_stopping_metric": "auc",
|
| 22 |
+
"max_epochs": 200,
|
| 23 |
+
"primary_metric": "auc",
|
| 24 |
+
"secondary_metrics": [
|
| 25 |
+
"acc",
|
| 26 |
+
"f1"
|
| 27 |
+
],
|
| 28 |
+
"validation_source": "held_out_fold",
|
| 29 |
+
"seed": 0,
|
| 30 |
+
"is_deviation": false,
|
| 31 |
+
"deviation_reason": ""
|
| 32 |
+
},
|
| 33 |
+
"protocol_description": "80%/20% user-level split, 5-fold CV (validation = held_out_fold), max 200 epochs, early stop patience 10 on auc, metrics auc + acc/f1"
|
| 34 |
+
}
|
assist2012/fold3/checkpoint/config.json
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"AddressingTwoProblemsDeeModel"
|
| 4 |
+
],
|
| 5 |
+
"dataset": "assist2012",
|
| 6 |
+
"dropout": 0.5,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"hidden_size": 200,
|
| 9 |
+
"input_level": "concept",
|
| 10 |
+
"lambda_r": 0.1,
|
| 11 |
+
"lambda_w1": 0.003,
|
| 12 |
+
"lambda_w2": 3.0,
|
| 13 |
+
"max_seq_len": 200,
|
| 14 |
+
"model_type": "addressingtwoproblemsdee",
|
| 15 |
+
"n_concepts": 265,
|
| 16 |
+
"n_questions": 53065,
|
| 17 |
+
"num_layers": 1,
|
| 18 |
+
"transformers_version": "5.14.1"
|
| 19 |
+
}
|
assist2012/fold3/checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:83ddced1b8dea60b14f03ebf097d517afafc50cee3c5a384b8f525169945a6b1
|
| 3 |
+
size 1924084
|
assist2012/fold3/epochs.jsonl
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 0, "train_loss": 0.6090228862674149, "val_auc": 0.7139593774058386, "val_acc": 0.7278355733943311, "val_f1": 0.8230102511389292, "epochs_without_improvement": 0, "best_epoch": 0, "seconds": 56.726}
|
| 2 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 1, "train_loss": 0.5901496648788452, "val_auc": 0.7185783011634155, "val_acc": 0.7299152605100606, "val_f1": 0.8248134146322577, "epochs_without_improvement": 0, "best_epoch": 1, "seconds": 58.792}
|
| 3 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 2, "train_loss": 0.5867689673547392, "val_auc": 0.7213449590681023, "val_acc": 0.7319089904086071, "val_f1": 0.8273226396813436, "epochs_without_improvement": 0, "best_epoch": 2, "seconds": 57.921}
|
| 4 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 3, "train_loss": 0.5845395399464501, "val_auc": 0.7228454748257734, "val_acc": 0.733088514444394, "val_f1": 0.8284854194348209, "epochs_without_improvement": 0, "best_epoch": 3, "seconds": 61.568}
|
| 5 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 4, "train_loss": 0.5828468671109941, "val_auc": 0.7242163894985176, "val_acc": 0.7334944235255353, "val_f1": 0.8285215638558067, "epochs_without_improvement": 0, "best_epoch": 4, "seconds": 54.618}
|
| 6 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 5, "train_loss": 0.5816336901982625, "val_auc": 0.7254573907969133, "val_acc": 0.7337642336794703, "val_f1": 0.828430791766746, "epochs_without_improvement": 0, "best_epoch": 5, "seconds": 58.87}
|
| 7 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 6, "train_loss": 0.5803598512543572, "val_auc": 0.7263316512142977, "val_acc": 0.7342990785863858, "val_f1": 0.8285242754053092, "epochs_without_improvement": 0, "best_epoch": 6, "seconds": 58.581}
|
| 8 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 7, "train_loss": 0.5793909411077146, "val_auc": 0.7271965671149979, "val_acc": 0.7346118673489123, "val_f1": 0.8282749627652014, "epochs_without_improvement": 0, "best_epoch": 7, "seconds": 58.211}
|
| 9 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 8, "train_loss": 0.5783432492503413, "val_auc": 0.7276338448715406, "val_acc": 0.7351323860529639, "val_f1": 0.8289511015715589, "epochs_without_improvement": 0, "best_epoch": 8, "seconds": 58.498}
|
| 10 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 9, "train_loss": 0.5773463855407857, "val_auc": 0.7284731559368396, "val_acc": 0.7353210143906708, "val_f1": 0.8293678586436676, "epochs_without_improvement": 0, "best_epoch": 9, "seconds": 54.628}
|
| 11 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 10, "train_loss": 0.5764171419761799, "val_auc": 0.7291706980967444, "val_acc": 0.7354547256173997, "val_f1": 0.8292143041016622, "epochs_without_improvement": 0, "best_epoch": 10, "seconds": 61.043}
|
| 12 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 11, "train_loss": 0.5755127853375894, "val_auc": 0.7293782080479188, "val_acc": 0.7355359074336278, "val_f1": 0.8292093215464774, "epochs_without_improvement": 0, "best_epoch": 11, "seconds": 58.647}
|
| 13 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 12, "train_loss": 0.5746642164830809, "val_auc": 0.729749930044719, "val_acc": 0.7357054341675163, "val_f1": 0.8290512491042527, "epochs_without_improvement": 0, "best_epoch": 12, "seconds": 58.858}
|
| 14 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 13, "train_loss": 0.5737348595813468, "val_auc": 0.7299749431769598, "val_acc": 0.7359824074228832, "val_f1": 0.8295899024457903, "epochs_without_improvement": 0, "best_epoch": 13, "seconds": 57.648}
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| 15 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 14, "train_loss": 0.5728796123575282, "val_auc": 0.7302009965157922, "val_acc": 0.7360086721281336, "val_f1": 0.8292618896502095, "epochs_without_improvement": 0, "best_epoch": 14, "seconds": 56.217}
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| 16 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 15, "train_loss": 0.5720406547299138, "val_auc": 0.730364407889085, "val_acc": 0.7358439207951998, "val_f1": 0.8292900458283827, "epochs_without_improvement": 0, "best_epoch": 15, "seconds": 57.396}
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| 17 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 16, "train_loss": 0.5710923714107937, "val_auc": 0.7302664353853074, "val_acc": 0.7356385785541518, "val_f1": 0.8295707481966991, "epochs_without_improvement": 1, "best_epoch": 15, "seconds": 61.017}
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| 18 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 17, "train_loss": 0.5702646108909889, "val_auc": 0.730598691198858, "val_acc": 0.7358367576937679, "val_f1": 0.8295455420847719, "epochs_without_improvement": 0, "best_epoch": 17, "seconds": 58.697}
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| 19 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 18, "train_loss": 0.5692281847529941, "val_auc": 0.7303212312195781, "val_acc": 0.7355191935302868, "val_f1": 0.8295000815803814, "epochs_without_improvement": 1, "best_epoch": 17, "seconds": 58.95}
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| 20 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 19, "train_loss": 0.568420871231291, "val_auc": 0.7304383704307902, "val_acc": 0.735805717587563, "val_f1": 0.8293122385259962, "epochs_without_improvement": 2, "best_epoch": 17, "seconds": 58.511}
|
| 21 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 20, "train_loss": 0.5676047386946501, "val_auc": 0.7302412762734354, "val_acc": 0.7355621721388782, "val_f1": 0.829112713088346, "epochs_without_improvement": 3, "best_epoch": 17, "seconds": 54.105}
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| 22 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 21, "train_loss": 0.566647106938892, "val_auc": 0.7302201564946604, "val_acc": 0.7357054341675163, "val_f1": 0.8292195228823314, "epochs_without_improvement": 4, "best_epoch": 17, "seconds": 61.925}
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| 23 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 22, "train_loss": 0.5654572838765604, "val_auc": 0.7299163339242571, "val_acc": 0.7356624555589248, "val_f1": 0.8294659141322029, "epochs_without_improvement": 5, "best_epoch": 17, "seconds": 61.728}
|
| 24 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 23, "train_loss": 0.5648992641766866, "val_auc": 0.7300310442042036, "val_acc": 0.7358725732009274, "val_f1": 0.8291176588717626, "epochs_without_improvement": 6, "best_epoch": 17, "seconds": 58.879}
|
| 25 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 24, "train_loss": 0.56366177422029, "val_auc": 0.7295313811559473, "val_acc": 0.735648129356061, "val_f1": 0.8288106083799522, "epochs_without_improvement": 7, "best_epoch": 17, "seconds": 58.949}
|
| 26 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 25, "train_loss": 0.5628753616191723, "val_auc": 0.7290630098679042, "val_acc": 0.7355024796269457, "val_f1": 0.8284879535140809, "epochs_without_improvement": 8, "best_epoch": 17, "seconds": 53.629}
|
| 27 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 26, "train_loss": 0.561703197867782, "val_auc": 0.7289496996171647, "val_acc": 0.7354857657236046, "val_f1": 0.8281133146937344, "epochs_without_improvement": 9, "best_epoch": 17, "seconds": 55.371}
|
| 28 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 3, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb1ccccf-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 27, "train_loss": 0.5608800208568573, "val_auc": 0.7283356800193139, "val_acc": 0.7350631427391222, "val_f1": 0.8278400213495193, "epochs_without_improvement": 10, "best_epoch": 17, "seconds": 60.105}
|
assist2012/fold3/run.json
ADDED
|
@@ -0,0 +1,34 @@
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|
| 1 |
+
{
|
| 2 |
+
"model": "addressingtwoproblemsdee",
|
| 3 |
+
"dataset": "assist2012",
|
| 4 |
+
"fold": 3,
|
| 5 |
+
"git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505",
|
| 6 |
+
"leap_kt_version": "0.1.0",
|
| 7 |
+
"run_id": "19feb1ccccf-2c0127",
|
| 8 |
+
"device": "cuda:NVIDIA GeForce RTX 3090",
|
| 9 |
+
"hardware": {
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"accelerator": "NVIDIA GeForce RTX 3090",
|
| 12 |
+
"torch_version": "2.9.1+cu128",
|
| 13 |
+
"cuda_version": "12.8",
|
| 14 |
+
"cpu": "x86_64",
|
| 15 |
+
"platform": "Linux 5.15.0-140-generic"
|
| 16 |
+
},
|
| 17 |
+
"protocol": {
|
| 18 |
+
"test_ratio": 0.2,
|
| 19 |
+
"n_folds": 5,
|
| 20 |
+
"early_stopping_patience": 10,
|
| 21 |
+
"early_stopping_metric": "auc",
|
| 22 |
+
"max_epochs": 200,
|
| 23 |
+
"primary_metric": "auc",
|
| 24 |
+
"secondary_metrics": [
|
| 25 |
+
"acc",
|
| 26 |
+
"f1"
|
| 27 |
+
],
|
| 28 |
+
"validation_source": "held_out_fold",
|
| 29 |
+
"seed": 0,
|
| 30 |
+
"is_deviation": false,
|
| 31 |
+
"deviation_reason": ""
|
| 32 |
+
},
|
| 33 |
+
"protocol_description": "80%/20% user-level split, 5-fold CV (validation = held_out_fold), max 200 epochs, early stop patience 10 on auc, metrics auc + acc/f1"
|
| 34 |
+
}
|
assist2012/fold4/checkpoint/config.json
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"AddressingTwoProblemsDeeModel"
|
| 4 |
+
],
|
| 5 |
+
"dataset": "assist2012",
|
| 6 |
+
"dropout": 0.5,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"hidden_size": 200,
|
| 9 |
+
"input_level": "concept",
|
| 10 |
+
"lambda_r": 0.1,
|
| 11 |
+
"lambda_w1": 0.003,
|
| 12 |
+
"lambda_w2": 3.0,
|
| 13 |
+
"max_seq_len": 200,
|
| 14 |
+
"model_type": "addressingtwoproblemsdee",
|
| 15 |
+
"n_concepts": 265,
|
| 16 |
+
"n_questions": 53065,
|
| 17 |
+
"num_layers": 1,
|
| 18 |
+
"transformers_version": "5.14.1"
|
| 19 |
+
}
|
assist2012/fold4/checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:39cc848eeeba481489a36a640ac8afdb22152202b13dac77bbf71b536735a03a
|
| 3 |
+
size 1924084
|
assist2012/fold4/epochs.jsonl
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 0, "train_loss": 0.6099013393462942, "val_auc": 0.7182813720169864, "val_acc": 0.729401450508977, "val_f1": 0.8255968477053633, "epochs_without_improvement": 0, "best_epoch": 0, "seconds": 59.311}
|
| 2 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 1, "train_loss": 0.5911454075521815, "val_auc": 0.7220740985872253, "val_acc": 0.7308046451541079, "val_f1": 0.8243191698049235, "epochs_without_improvement": 0, "best_epoch": 1, "seconds": 70.972}
|
| 3 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 2, "train_loss": 0.5876585576760662, "val_auc": 0.7250131701880853, "val_acc": 0.7318413856605104, "val_f1": 0.8246206680005036, "epochs_without_improvement": 0, "best_epoch": 2, "seconds": 58.656}
|
| 4 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 3, "train_loss": 0.5854781302747811, "val_auc": 0.7265145392320868, "val_acc": 0.7324676047583374, "val_f1": 0.8250275695838093, "epochs_without_improvement": 0, "best_epoch": 3, "seconds": 56.802}
|
| 5 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 4, "train_loss": 0.58396071186759, "val_auc": 0.7278642654674361, "val_acc": 0.7328085462671543, "val_f1": 0.8245289628805995, "epochs_without_improvement": 0, "best_epoch": 4, "seconds": 57.797}
|
| 6 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 5, "train_loss": 0.5827035477677863, "val_auc": 0.7288414566770273, "val_acc": 0.7334440426849492, "val_f1": 0.8253294223140872, "epochs_without_improvement": 0, "best_epoch": 5, "seconds": 64.348}
|
| 7 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 6, "train_loss": 0.5815282524604826, "val_auc": 0.7298034814301679, "val_acc": 0.7342442115321726, "val_f1": 0.8259000676142795, "epochs_without_improvement": 0, "best_epoch": 6, "seconds": 72.622}
|
| 8 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 7, "train_loss": 0.5804370122599672, "val_auc": 0.7304765166225493, "val_acc": 0.734369455351738, "val_f1": 0.8257989544499759, "epochs_without_improvement": 0, "best_epoch": 7, "seconds": 59.189}
|
| 9 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 8, "train_loss": 0.5794610360344369, "val_auc": 0.7312388804316263, "val_acc": 0.7345503630911102, "val_f1": 0.8260932326622774, "epochs_without_improvement": 0, "best_epoch": 8, "seconds": 54.097}
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| 10 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 9, "train_loss": 0.5784796684626655, "val_auc": 0.7319776862145269, "val_acc": 0.7352020948188487, "val_f1": 0.8265679069357647, "epochs_without_improvement": 0, "best_epoch": 9, "seconds": 58.917}
|
| 11 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 10, "train_loss": 0.5775281912053021, "val_auc": 0.7324263205006377, "val_acc": 0.7353064646684866, "val_f1": 0.8269068307531771, "epochs_without_improvement": 0, "best_epoch": 10, "seconds": 58.109}
|
| 12 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 11, "train_loss": 0.5765289696989144, "val_auc": 0.7327117112481433, "val_acc": 0.735716986077062, "val_f1": 0.8274252516349075, "epochs_without_improvement": 0, "best_epoch": 11, "seconds": 82.394}
|
| 13 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 12, "train_loss": 0.5757894930747567, "val_auc": 0.7330797248722208, "val_acc": 0.7358747005165148, "val_f1": 0.8275762870458131, "epochs_without_improvement": 0, "best_epoch": 12, "seconds": 58.641}
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| 14 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 13, "train_loss": 0.5748073478569263, "val_auc": 0.7334722217394678, "val_acc": 0.7362063647053639, "val_f1": 0.8279837083843139, "epochs_without_improvement": 0, "best_epoch": 13, "seconds": 55.281}
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| 15 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 14, "train_loss": 0.5740207171051014, "val_auc": 0.7334894452403045, "val_acc": 0.7362620286251708, "val_f1": 0.8280917646169546, "epochs_without_improvement": 0, "best_epoch": 14, "seconds": 57.757}
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| 16 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 15, "train_loss": 0.5732280734031066, "val_auc": 0.7334667001300997, "val_acc": 0.7359929863461043, "val_f1": 0.8278810111002073, "epochs_without_improvement": 1, "best_epoch": 14, "seconds": 58.911}
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| 17 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 16, "train_loss": 0.5722766619407812, "val_auc": 0.7336344773327745, "val_acc": 0.736347843834873, "val_f1": 0.8284601919478481, "epochs_without_improvement": 0, "best_epoch": 16, "seconds": 71.107}
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| 18 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 17, "train_loss": 0.5713610768937215, "val_auc": 0.7337072686702699, "val_acc": 0.7364174237346316, "val_f1": 0.8283230811993184, "epochs_without_improvement": 0, "best_epoch": 17, "seconds": 64.458}
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| 19 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 18, "train_loss": 0.5705038222873954, "val_auc": 0.7332860052986074, "val_acc": 0.7365055582743257, "val_f1": 0.8288371083945267, "epochs_without_improvement": 1, "best_epoch": 17, "seconds": 57.83}
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| 20 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 19, "train_loss": 0.5695436754725454, "val_auc": 0.7336041658439637, "val_acc": 0.7366493567338267, "val_f1": 0.8291868375209481, "epochs_without_improvement": 2, "best_epoch": 17, "seconds": 54.316}
|
| 21 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 20, "train_loss": 0.5686511497292391, "val_auc": 0.7331597120370601, "val_acc": 0.73639191110472, "val_f1": 0.8290658834110122, "epochs_without_improvement": 3, "best_epoch": 17, "seconds": 58.964}
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| 22 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 21, "train_loss": 0.5676649959663963, "val_auc": 0.7327824379235146, "val_acc": 0.7362086840353559, "val_f1": 0.8293697229373324, "epochs_without_improvement": 4, "best_epoch": 17, "seconds": 77.396}
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| 23 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 22, "train_loss": 0.5667941778986674, "val_auc": 0.7326465177427268, "val_acc": 0.7364730876544384, "val_f1": 0.8294051054450674, "epochs_without_improvement": 5, "best_epoch": 17, "seconds": 58.505}
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| 24 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 23, "train_loss": 0.5659223354977033, "val_auc": 0.7321393282162858, "val_acc": 0.7362689866151466, "val_f1": 0.8293314041623265, "epochs_without_improvement": 6, "best_epoch": 17, "seconds": 64.778}
|
| 25 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 24, "train_loss": 0.5650126353038878, "val_auc": 0.7318406870201084, "val_acc": 0.7359303644363216, "val_f1": 0.8287477964755642, "epochs_without_improvement": 7, "best_epoch": 17, "seconds": 53.48}
|
| 26 |
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{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 25, "train_loss": 0.5638349617358839, "val_auc": 0.7317012633179685, "val_acc": 0.7359257257763377, "val_f1": 0.8284831959989757, "epochs_without_improvement": 8, "best_epoch": 17, "seconds": 59.065}
|
| 27 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 26, "train_loss": 0.5629405530959987, "val_auc": 0.7312262036994093, "val_acc": 0.7359210871163538, "val_f1": 0.8288879671541842, "epochs_without_improvement": 9, "best_epoch": 17, "seconds": 70.338}
|
| 28 |
+
{"model": "addressingtwoproblemsdee", "dataset": "assist2012", "fold": 4, "git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505", "leap_kt_version": "0.1.0", "run_id": "19feb360680-2c0127", "device": "cuda:NVIDIA GeForce RTX 3090", "epoch": 27, "train_loss": 0.5621932013186928, "val_auc": 0.7309985961593974, "val_acc": 0.7358491878866034, "val_f1": 0.8286206559276509, "epochs_without_improvement": 10, "best_epoch": 17, "seconds": 60.621}
|
assist2012/fold4/run.json
ADDED
|
@@ -0,0 +1,34 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"model": "addressingtwoproblemsdee",
|
| 3 |
+
"dataset": "assist2012",
|
| 4 |
+
"fold": 4,
|
| 5 |
+
"git_commit": "1b3258d20d5204f66c9132df0808d64d3eb16505",
|
| 6 |
+
"leap_kt_version": "0.1.0",
|
| 7 |
+
"run_id": "19feb360680-2c0127",
|
| 8 |
+
"device": "cuda:NVIDIA GeForce RTX 3090",
|
| 9 |
+
"hardware": {
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"accelerator": "NVIDIA GeForce RTX 3090",
|
| 12 |
+
"torch_version": "2.9.1+cu128",
|
| 13 |
+
"cuda_version": "12.8",
|
| 14 |
+
"cpu": "x86_64",
|
| 15 |
+
"platform": "Linux 5.15.0-140-generic"
|
| 16 |
+
},
|
| 17 |
+
"protocol": {
|
| 18 |
+
"test_ratio": 0.2,
|
| 19 |
+
"n_folds": 5,
|
| 20 |
+
"early_stopping_patience": 10,
|
| 21 |
+
"early_stopping_metric": "auc",
|
| 22 |
+
"max_epochs": 200,
|
| 23 |
+
"primary_metric": "auc",
|
| 24 |
+
"secondary_metrics": [
|
| 25 |
+
"acc",
|
| 26 |
+
"f1"
|
| 27 |
+
],
|
| 28 |
+
"validation_source": "held_out_fold",
|
| 29 |
+
"seed": 0,
|
| 30 |
+
"is_deviation": false,
|
| 31 |
+
"deviation_reason": ""
|
| 32 |
+
},
|
| 33 |
+
"protocol_description": "80%/20% user-level split, 5-fold CV (validation = held_out_fold), max 200 epochs, early stop patience 10 on auc, metrics auc + acc/f1"
|
| 34 |
+
}
|
assist2012/folds.json
ADDED
|
@@ -0,0 +1,2470 @@
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| 1 |
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assist2012/split.json
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assist2012/summary.json
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results.json
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