Datasets:
Tasks:
Text Classification
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Download artifacts/hardness_diagnostics.json from Kusshal/Embed: direct link, hf CLI and curl.
- Browser
- Download file 4.19 kB
-
https://huggingface.co/datasets/Kusshal/Embed/resolve/main/artifacts/hardness_diagnostics.json
- Command line
-
hf download hf://datasets/Kusshal/Embed/artifacts/hardness_diagnostics.json
-
curl -L -o hardness_diagnostics.json https://huggingface.co/datasets/Kusshal/Embed/resolve/main/artifacts/hardness_diagnostics.json
4.19 kB
| { | |
| "n_anchors": 1600, | |
| "k": 20, | |
| "corpus_size": 6451, | |
| "scale": { | |
| "random_pair_cos": 0.9603, | |
| "anchor_positive_cos_mean": 0.96512, | |
| "anchor_positive_cos_sd": 0.02333 | |
| }, | |
| "conditions": { | |
| "C1": { | |
| "mean_cos": 0.96056, | |
| "sd": 0.02585, | |
| "gap_vs_C1": 0.0, | |
| "d_vs_C1": 0.0, | |
| "position_in_C1_C3_range": 0.0, | |
| "percentile_mean": 50.02, | |
| "percentile_median": 50.12, | |
| "closer_than_positive_frac": 0.3957, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.0029, | |
| "in_anchor_top100_frac": 0.0147 | |
| }, | |
| "C2": { | |
| "mean_cos": 0.97552, | |
| "sd": 0.02126, | |
| "gap_vs_C1": 0.01496, | |
| "d_vs_C1": 0.632, | |
| "position_in_C1_C3_range": 0.539, | |
| "percentile_mean": 79.61, | |
| "percentile_median": 91.92, | |
| "closer_than_positive_frac": 0.715, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.1537, | |
| "in_anchor_top100_frac": 0.2825 | |
| }, | |
| "C3": { | |
| "mean_cos": 0.98834, | |
| "sd": 0.00774, | |
| "gap_vs_C1": 0.02778, | |
| "d_vs_C1": 1.456, | |
| "position_in_C1_C3_range": 1.0, | |
| "percentile_mean": 99.81, | |
| "percentile_median": 99.83, | |
| "closer_than_positive_frac": 0.9922, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.9481, | |
| "in_anchor_top100_frac": 0.9998 | |
| }, | |
| "C4": { | |
| "mean_cos": 0.96974, | |
| "sd": 0.02225, | |
| "gap_vs_C1": 0.00919, | |
| "d_vs_C1": 0.381, | |
| "position_in_C1_C3_range": 0.331, | |
| "percentile_mean": 70.26, | |
| "percentile_median": 78.54, | |
| "closer_than_positive_frac": 0.5819, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.0244, | |
| "in_anchor_top100_frac": 0.0852 | |
| }, | |
| "C5": { | |
| "mean_cos": 0.95994, | |
| "sd": 0.0261, | |
| "gap_vs_C1": -0.00062, | |
| "d_vs_C1": -0.024, | |
| "position_in_C1_C3_range": -0.022, | |
| "percentile_mean": 48.93, | |
| "percentile_median": 48.95, | |
| "closer_than_positive_frac": 0.3829, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.0016, | |
| "in_anchor_top100_frac": 0.0092 | |
| }, | |
| "C6": { | |
| "mean_cos": 0.98387, | |
| "sd": 0.00942, | |
| "gap_vs_C1": 0.02332, | |
| "d_vs_C1": 1.199, | |
| "position_in_C1_C3_range": 0.839, | |
| "percentile_mean": 97.75, | |
| "percentile_median": 99.44, | |
| "closer_than_positive_frac": 0.9337, | |
| "n": 32000, | |
| "in_anchor_top20_frac": 0.179, | |
| "in_anchor_top100_frac": 0.7566 | |
| } | |
| }, | |
| "negative_set_overlap_frac": { | |
| "C1&C2": 0.0034, | |
| "C1&C3": 0.0032, | |
| "C2&C3": 0.1578 | |
| }, | |
| "label_noise": { | |
| "C1": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0002, | |
| "jaccard_mean": 0.2253, | |
| "jaccard_median": 0.2121, | |
| "near_dup_frac_ge_0.5": 0.0093, | |
| "near_dup_frac_ge_0.75": 0.0003 | |
| }, | |
| "C2": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0004, | |
| "jaccard_mean": 0.4166, | |
| "jaccard_median": 0.3731, | |
| "near_dup_frac_ge_0.5": 0.2799, | |
| "near_dup_frac_ge_0.75": 0.0664 | |
| }, | |
| "C3": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0005, | |
| "jaccard_mean": 0.4306, | |
| "jaccard_median": 0.3974, | |
| "near_dup_frac_ge_0.5": 0.3138, | |
| "near_dup_frac_ge_0.75": 0.0688 | |
| }, | |
| "C4": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0004, | |
| "jaccard_mean": 0.2985, | |
| "jaccard_median": 0.3038, | |
| "near_dup_frac_ge_0.5": 0.0, | |
| "near_dup_frac_ge_0.75": 0.0 | |
| }, | |
| "C5": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0001, | |
| "jaccard_mean": 0.2172, | |
| "jaccard_median": 0.2099, | |
| "near_dup_frac_ge_0.5": 0.0, | |
| "near_dup_frac_ge_0.75": 0.0 | |
| }, | |
| "C6": { | |
| "n": 32000, | |
| "train_labelled_clone_frac": 0.0, | |
| "valid_labelled_clone_frac": 0.0002, | |
| "jaccard_mean": 0.3072, | |
| "jaccard_median": 0.3205, | |
| "near_dup_frac_ge_0.5": 0.0, | |
| "near_dup_frac_ge_0.75": 0.0 | |
| }, | |
| "positives": { | |
| "jaccard_mean": 0.3024, | |
| "jaccard_median": 0.2838, | |
| "near_dup_frac_ge_0.5": 0.0512, | |
| "near_dup_frac_ge_0.75": 0.0019 | |
| } | |
| } | |
| } |