Datasets:

rosubramanian
/

pde-probe-pilot-probe-pooled-mean-pool-v1

label large_stringclasses 9 values	layer large_stringclasses 30 values	pool large_stringclasses 1 value	accuracy float64 0.52 1	ci_low float64 0.27 1 ⌀	ci_high float64 0.59 1 ⌀	mt_Comm_Valid float64 0.31 1	mt_NoComm_Valid float64 0.44 1	mt_CorrComm float64 0.31 1	mt_NoComm_CorrVar float64 0.31 1	mt_Comm_InValid float64 0.5 1	mt_NoComm_InValid float64 0.38 1	mt_CorrComm_Invalid float64 0.5 1	mt_NoComm_CorrVar_InValid float64 0.19 1	auroc float64 0.65 0.86 ⌀	auroc_ci_low float64 0.54 0.81 ⌀	auroc_ci_high float64 0.75 0.92 ⌀
pde_class	bow	mean_pool	0.609375	null	null	0.6875	0.75	0.6875	0.3125	0.6875	0.75	0.6875	0.3125	null	null	null
pde_class	0	mean_pool	0.820313	0.640625	0.96875	0.875	0.875	0.8125	0.6875	0.875	0.875	0.8125	0.75	null	null	null
pde_class	1	mean_pool	0.75	0.546875	0.921875	0.8125	0.75	0.8125	0.625	0.8125	0.75	0.8125	0.625	null	null	null
pde_class	2	mean_pool	0.820313	0.664063	0.953125	0.875	0.875	0.875	0.625	0.875	0.9375	0.875	0.625	null	null	null
pde_class	3	mean_pool	0.75	0.546875	0.921875	0.75	0.8125	0.75	0.625	0.8125	0.8125	0.8125	0.625	null	null	null
pde_class	4	mean_pool	0.789063	0.59375	0.96875	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	5	mean_pool	0.796875	0.59375	0.984375	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	6	mean_pool	0.78125	0.578125	0.953125	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
pde_class	7	mean_pool	0.8125	0.625	0.984375	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	null	null	null
pde_class	8	mean_pool	0.796875	0.59375	0.984375	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	9	mean_pool	0.773438	0.578125	0.9375	0.75	0.8125	0.8125	0.75	0.75	0.8125	0.8125	0.6875	null	null	null
pde_class	10	mean_pool	0.765625	0.5625	0.9375	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	0.75	null	null	null
pde_class	11	mean_pool	0.789063	0.60918	0.9375	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.6875	null	null	null
pde_class	12	mean_pool	0.789063	0.578125	0.953125	0.75	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	13	mean_pool	0.765625	0.5625	0.9375	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	0.75	null	null	null
pde_class	14	mean_pool	0.765625	0.5625	0.9375	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	0.75	null	null	null
pde_class	15	mean_pool	0.8125	0.625	0.96875	0.875	0.875	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	16	mean_pool	0.78125	0.578125	0.953125	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
pde_class	17	mean_pool	0.789063	0.59375	0.960938	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	18	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	19	mean_pool	0.835938	0.663867	0.976563	0.875	0.875	0.875	0.75	0.875	0.875	0.8125	0.75	null	null	null
pde_class	20	mean_pool	0.8125	0.625	0.96875	0.8125	0.875	0.8125	0.75	0.8125	0.875	0.8125	0.75	null	null	null
pde_class	21	mean_pool	0.8125	0.625	0.96875	0.8125	0.875	0.8125	0.75	0.8125	0.875	0.8125	0.75	null	null	null
pde_class	22	mean_pool	0.828125	0.65625	0.96875	0.8125	0.875	0.8125	0.75	0.875	0.875	0.875	0.75	null	null	null
pde_class	23	mean_pool	0.84375	0.671875	0.984375	0.875	0.875	0.875	0.75	0.875	0.875	0.875	0.75	null	null	null
pde_class	24	mean_pool	0.835938	0.663867	0.976563	0.875	0.875	0.875	0.6875	0.875	0.875	0.875	0.75	null	null	null
pde_class	25	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	26	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	27	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
pde_class	28	mean_pool	0.75	0.546875	0.921875	0.75	0.8125	0.75	0.6875	0.75	0.8125	0.75	0.6875	null	null	null
process_diffusion	bow	mean_pool	0.75	null	null	0.75	0.75	0.75	0.75	0.75	0.75	0.75	0.75	null	null	null
process_diffusion	0	mean_pool	0.8125	0.625	1	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	null	null	null
process_diffusion	1	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_diffusion	2	mean_pool	0.8125	0.625	1	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	null	null	null
process_diffusion	3	mean_pool	0.78125	0.5625	0.9375	0.75	0.75	0.8125	0.8125	0.75	0.75	0.8125	0.8125	null	null	null
process_diffusion	4	mean_pool	0.796875	0.59375	0.96875	0.8125	0.75	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	null	null	null
process_diffusion	5	mean_pool	0.78125	0.5625	0.9375	0.75	0.75	0.8125	0.8125	0.75	0.75	0.8125	0.8125	null	null	null
process_diffusion	6	mean_pool	0.765625	0.5625	0.9375	0.75	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	null	null	null
process_diffusion	7	mean_pool	0.765625	0.5625	0.9375	0.75	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	null	null	null
process_diffusion	8	mean_pool	0.75	0.546875	0.9375	0.75	0.75	0.75	0.75	0.75	0.75	0.75	0.75	null	null	null
process_diffusion	9	mean_pool	0.75	0.53125	0.9375	0.75	0.6875	0.8125	0.75	0.75	0.6875	0.8125	0.75	null	null	null
process_diffusion	10	mean_pool	0.71875	0.5	0.90625	0.6875	0.6875	0.75	0.75	0.6875	0.6875	0.75	0.75	null	null	null
process_diffusion	11	mean_pool	0.71875	0.515625	0.90625	0.6875	0.6875	0.8125	0.6875	0.6875	0.6875	0.8125	0.6875	null	null	null
process_diffusion	12	mean_pool	0.75	0.546875	0.9375	0.75	0.75	0.8125	0.6875	0.75	0.75	0.8125	0.6875	null	null	null
process_diffusion	13	mean_pool	0.695313	0.484375	0.882813	0.6875	0.6875	0.75	0.6875	0.6875	0.6875	0.6875	0.6875	null	null	null
process_diffusion	14	mean_pool	0.789063	0.609375	0.945313	0.875	0.875	0.8125	0.6875	0.8125	0.8125	0.8125	0.625	null	null	null
process_diffusion	15	mean_pool	0.75	0.546875	0.9375	0.75	0.75	0.8125	0.6875	0.75	0.75	0.8125	0.6875	null	null	null
process_diffusion	16	mean_pool	0.742188	0.539063	0.914063	0.75	0.8125	0.75	0.625	0.8125	0.8125	0.75	0.625	null	null	null
process_diffusion	17	mean_pool	0.78125	0.578125	0.953125	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
process_diffusion	18	mean_pool	0.773438	0.570313	0.9375	0.8125	0.8125	0.75	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
process_diffusion	19	mean_pool	0.789063	0.59375	0.953125	0.8125	0.8125	0.75	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_diffusion	20	mean_pool	0.820313	0.632813	0.96875	0.875	0.875	0.8125	0.75	0.875	0.8125	0.8125	0.75	null	null	null
process_diffusion	21	mean_pool	0.796875	0.609375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_diffusion	22	mean_pool	0.796875	0.609375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_diffusion	23	mean_pool	0.796875	0.609375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_diffusion	24	mean_pool	0.78125	0.578125	0.953125	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
process_diffusion	25	mean_pool	0.734375	0.5	0.9375	0.75	0.75	0.75	0.6875	0.75	0.75	0.75	0.6875	null	null	null
process_diffusion	26	mean_pool	0.734375	0.5	0.9375	0.75	0.75	0.75	0.6875	0.75	0.75	0.75	0.6875	null	null	null
process_diffusion	27	mean_pool	0.734375	0.5	0.9375	0.75	0.75	0.75	0.6875	0.75	0.75	0.75	0.6875	null	null	null
process_diffusion	28	mean_pool	0.703125	0.484375	0.90625	0.6875	0.75	0.6875	0.6875	0.6875	0.75	0.6875	0.6875	null	null	null
process_advection	bow	mean_pool	0.742188	null	null	0.9375	0.875	0.875	0.3125	0.9375	0.875	0.8125	0.3125	null	null	null
process_advection	0	mean_pool	0.859375	0.703125	0.984375	0.875	0.9375	0.875	0.75	0.875	0.9375	0.875	0.75	null	null	null
process_advection	1	mean_pool	0.828125	0.65625	0.96875	0.875	0.875	0.875	0.6875	0.875	0.875	0.875	0.6875	null	null	null
process_advection	2	mean_pool	0.875	0.71875	1	0.875	0.9375	0.875	0.8125	0.875	0.9375	0.875	0.8125	null	null	null
process_advection	3	mean_pool	0.859375	0.671875	1	0.875	0.8125	0.875	0.875	0.875	0.8125	0.875	0.875	null	null	null
process_advection	4	mean_pool	0.859375	0.6875	1	0.8125	0.875	0.875	0.875	0.8125	0.875	0.875	0.875	null	null	null
process_advection	5	mean_pool	0.882813	0.71875	1	0.875	0.875	0.875	0.875	0.875	0.875	0.875	0.9375	null	null	null
process_advection	6	mean_pool	0.875	0.71875	1	0.875	0.875	0.875	0.875	0.875	0.875	0.875	0.875	null	null	null
process_advection	7	mean_pool	0.875	0.71875	1	0.875	0.875	0.875	0.875	0.875	0.875	0.875	0.875	null	null	null
process_advection	8	mean_pool	0.84375	0.671484	0.984375	0.875	0.875	0.8125	0.8125	0.875	0.875	0.8125	0.8125	null	null	null
process_advection	9	mean_pool	0.84375	0.65625	1	0.875	0.875	0.8125	0.8125	0.875	0.875	0.8125	0.8125	null	null	null
process_advection	10	mean_pool	0.875	0.6875	1	0.875	0.875	0.875	0.875	0.875	0.875	0.875	0.875	null	null	null
process_advection	11	mean_pool	0.890625	0.75	0.984375	0.9375	0.9375	0.875	0.8125	0.9375	0.9375	0.875	0.8125	null	null	null
process_advection	12	mean_pool	0.84375	0.65625	0.984375	0.875	0.875	0.875	0.75	0.875	0.875	0.875	0.75	null	null	null
process_advection	13	mean_pool	0.882813	0.71875	1	0.9375	0.9375	0.875	0.875	0.875	0.875	0.875	0.8125	null	null	null
process_advection	14	mean_pool	0.867188	0.679688	1	0.875	0.875	0.8125	0.875	0.875	0.875	0.875	0.875	null	null	null
process_advection	15	mean_pool	0.875	0.6875	1	0.875	0.875	0.875	0.875	0.875	0.875	0.875	0.875	null	null	null
process_advection	16	mean_pool	0.859375	0.671875	1	0.875	0.875	0.875	0.8125	0.875	0.875	0.875	0.8125	null	null	null
process_advection	17	mean_pool	0.882813	0.734375	1	0.9375	0.9375	0.875	0.8125	0.875	0.9375	0.875	0.8125	null	null	null
process_advection	18	mean_pool	0.859375	0.671875	1	0.875	0.875	0.875	0.8125	0.875	0.875	0.875	0.8125	null	null	null
process_advection	19	mean_pool	0.882813	0.734375	1	0.9375	0.875	0.875	0.8125	0.9375	0.9375	0.875	0.8125	null	null	null
process_advection	20	mean_pool	0.859375	0.671875	1	0.875	0.875	0.875	0.8125	0.875	0.875	0.875	0.8125	null	null	null
process_advection	21	mean_pool	0.859375	0.671875	1	0.875	0.875	0.875	0.8125	0.875	0.875	0.875	0.8125	null	null	null
process_advection	22	mean_pool	0.890625	0.75	1	0.9375	0.9375	0.875	0.8125	0.9375	0.9375	0.875	0.8125	null	null	null
process_advection	23	mean_pool	0.90625	0.765625	1	0.9375	0.9375	0.9375	0.8125	0.9375	0.9375	0.9375	0.8125	null	null	null
process_advection	24	mean_pool	0.890625	0.757813	0.984375	0.9375	0.9375	0.9375	0.75	0.9375	0.9375	0.9375	0.75	null	null	null
process_advection	25	mean_pool	0.859375	0.703125	0.984375	0.875	0.9375	0.875	0.75	0.875	0.9375	0.875	0.75	null	null	null
process_advection	26	mean_pool	0.84375	0.65625	0.984375	0.875	0.875	0.875	0.75	0.875	0.875	0.875	0.75	null	null	null
process_advection	27	mean_pool	0.835938	0.65625	0.976563	0.8125	0.875	0.875	0.8125	0.8125	0.875	0.8125	0.8125	null	null	null
process_advection	28	mean_pool	0.78125	0.578125	0.953125	0.8125	0.8125	0.8125	0.6875	0.8125	0.8125	0.8125	0.6875	null	null	null
process_oscillation	bow	mean_pool	0.75	null	null	0.75	0.75	0.75	0.75	0.75	0.75	0.75	0.75	null	null	null
process_oscillation	0	mean_pool	0.8125	0.625	1	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	null	null	null
process_oscillation	1	mean_pool	0.796875	0.59375	0.96875	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	0.8125	0.75	null	null	null
process_oscillation	2	mean_pool	0.8125	0.625	1	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	0.8125	null	null	null
process_oscillation	3	mean_pool	0.78125	0.5625	0.9375	0.75	0.75	0.8125	0.8125	0.75	0.75	0.8125	0.8125	null	null	null
process_oscillation	4	mean_pool	0.796875	0.59375	0.96875	0.8125	0.75	0.8125	0.8125	0.8125	0.75	0.8125	0.8125	null	null	null
process_oscillation	5	mean_pool	0.78125	0.5625	0.9375	0.75	0.75	0.8125	0.8125	0.75	0.75	0.8125	0.8125	null	null	null
process_oscillation	6	mean_pool	0.765625	0.5625	0.9375	0.75	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	null	null	null
process_oscillation	7	mean_pool	0.765625	0.5625	0.9375	0.75	0.75	0.8125	0.75	0.75	0.75	0.8125	0.75	null	null	null
process_oscillation	8	mean_pool	0.75	0.546875	0.9375	0.75	0.75	0.75	0.75	0.75	0.75	0.75	0.75	null	null	null

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pde-probe-pilot-probe-pooled-mean-pool-v1

LOGO-CV pooled linear probe results (mean_pool), all labels × all layers. 128 rows, 8 mod_types.

Dataset Info

Rows: 270
Columns: 17

Columns

Column	Type	Description
label	Value('large_string')	Target label probed (pde_class, process_, method_, phys_valid)
layer	Value('large_string')	Transformer layer index (0=embedding, 1-28=transformer) or 'bow'
pool	Value('large_string')	Pooling strategy (mean_pool)
accuracy	Value('float64')	LOGO-CV mean accuracy across 16 folds
ci_low	Value('float64')	Bootstrap 95% CI lower bound (n=10,000 resamples)
ci_high	Value('float64')	Bootstrap 95% CI upper bound
mt_Comm_Valid	Value('float64')	No description provided
mt_NoComm_Valid	Value('float64')	No description provided
mt_CorrComm	Value('float64')	No description provided
mt_NoComm_CorrVar	Value('float64')	No description provided
mt_Comm_InValid	Value('float64')	No description provided
mt_NoComm_InValid	Value('float64')	No description provided
mt_CorrComm_Invalid	Value('float64')	No description provided
mt_NoComm_CorrVar_InValid	Value('float64')	No description provided
auroc	Value('float64')	LOGO-CV mean AUROC (binary labels only; NaN for pde_class)
auroc_ci_low	Value('float64')	Bootstrap 95% CI lower bound for AUROC
auroc_ci_high	Value('float64')	Bootstrap 95% CI upper bound for AUROC

Generation Parameters

{
  "script_name": "probe/linear_probe_pooled.py",
  "model": "Qwen/Qwen2.5-Coder-7B-Instruct",
  "description": "LOGO-CV pooled linear probe results (mean_pool), all labels \u00d7 all layers. 128 rows, 8 mod_types.",
  "experiment_name": "pde-probe-pilot",
  "job_id": "torch:7233856",
  "cluster": "torch",
  "artifact_status": "final",
  "canary": false,
  "hyperparameters": {
    "pooling": "mean_pool",
    "cv": "LOGO-CV",
    "n_folds": 16
  },
  "input_datasets": []
}

Usage

from datasets import load_dataset

dataset = load_dataset("rosubramanian/pde-probe-pilot-probe-pooled-mean-pool-v1", split="train")
print(f"Loaded {len(dataset)} rows")

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