Zero-Shot Classification
Laya
Safetensors
GGUF
Hebrew
hebrew
decision-model
calibrated
scam-detection
routing
Instructions to use BrainboxAI/nitzotz with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use BrainboxAI/nitzotz with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Download eval_results.json from BrainboxAI/nitzotz: direct link, hf CLI and curl.
- Browser
- Download file 16.9 kB
-
https://huggingface.co/BrainboxAI/nitzotz/resolve/main/eval_results.json
- Command line
-
hf download hf://BrainboxAI/nitzotz/eval_results.json
-
curl -L -o eval_results.json https://huggingface.co/BrainboxAI/nitzotz/resolve/main/eval_results.json
16.9 kB
| { | |
| "model": "BrainboxAI/nitzotz", | |
| "eval_set": "8 frozen suites, 3990 questions (checksums in the repo's eval/manifest.json)", | |
| "models": { | |
| "nz": "BrainboxAI/nitzotz", | |
| "roeig": "RoeiG/laya-hebrew", | |
| "laya_ml": "convaiinnovations/laya (multilingual)" | |
| }, | |
| "licences": { | |
| "nz": "Apache-2.0", | |
| "roeig": "CC-BY-NC-SA-4.0", | |
| "laya_ml": "Apache-2.0" | |
| }, | |
| "suites": { | |
| "spam_scam": { | |
| "title": "Scam or not? (298 messages)", | |
| "n": 298, | |
| "chance": 0.5, | |
| "acc": { | |
| "nz": 0.9195, | |
| "roeig": 0.3221, | |
| "laya_ml": 0.5034 | |
| }, | |
| "brier": { | |
| "nz": 0.1321, | |
| "roeig": 0.7604, | |
| "laya_ml": 0.8042 | |
| }, | |
| "ece": { | |
| "nz": 0.0714, | |
| "roeig": 0.3802, | |
| "laya_ml": 0.38 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.7047, | |
| "roeig": 0.2953, | |
| "laya_ml": 0.2953 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 186, | |
| "other_only": 8, | |
| "p": 3.5766488810898616e-45 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 138, | |
| "other_only": 14, | |
| "p": 8.462475337125398e-27 | |
| } | |
| } | |
| }, | |
| "spam_scam_hard": { | |
| "title": "same, hard cases only (65)", | |
| "n": 65, | |
| "chance": 0.5, | |
| "acc": { | |
| "nz": 0.8308, | |
| "roeig": 0.3231, | |
| "laya_ml": 0.3538 | |
| }, | |
| "brier": { | |
| "nz": 0.2842, | |
| "roeig": 0.7076, | |
| "laya_ml": 1.1057 | |
| }, | |
| "ece": { | |
| "nz": 0.1132, | |
| "roeig": 0.3391, | |
| "laya_ml": 0.5564 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.7077, | |
| "roeig": 0.2923, | |
| "laya_ml": 0.2923 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 34, | |
| "other_only": 1, | |
| "p": 2.0954757928848267e-09 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 35, | |
| "other_only": 4, | |
| "p": 3.353161446284503e-07 | |
| } | |
| } | |
| }, | |
| "spam_type": { | |
| "title": "Message type, 6 options (298)", | |
| "n": 298, | |
| "chance": 0.1667, | |
| "acc": { | |
| "nz": 0.7785, | |
| "roeig": 0.5268, | |
| "laya_ml": 0.2081 | |
| }, | |
| "brier": { | |
| "nz": 0.3312, | |
| "roeig": 0.6489, | |
| "laya_ml": 1.0746 | |
| }, | |
| "ece": { | |
| "nz": 0.0683, | |
| "roeig": 0.1043, | |
| "laya_ml": 0.4131 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.0772, | |
| "roeig": 0.2013, | |
| "laya_ml": 0.0772 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 108, | |
| "other_only": 33, | |
| "p": 1.6862794099851315e-10 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 177, | |
| "other_only": 7, | |
| "p": 1.0714267651676255e-43 | |
| } | |
| } | |
| }, | |
| "spam_type_hard": { | |
| "title": "same, hard cases only (65)", | |
| "n": 65, | |
| "chance": 0.1667, | |
| "acc": { | |
| "nz": 0.6769, | |
| "roeig": 0.4462, | |
| "laya_ml": 0.2462 | |
| }, | |
| "brier": { | |
| "nz": 0.4865, | |
| "roeig": 0.7315, | |
| "laya_ml": 1.1094 | |
| }, | |
| "ece": { | |
| "nz": 0.1027, | |
| "roeig": 0.1877, | |
| "laya_ml": 0.4109 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.1385, | |
| "roeig": 0.1538, | |
| "laya_ml": 0.1385 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 23, | |
| "other_only": 8, | |
| "p": 0.010673840530216694 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 31, | |
| "other_only": 3, | |
| "p": 7.660128176212311e-07 | |
| } | |
| } | |
| }, | |
| "triage_type": { | |
| "title": "Support ticket type, 5 options (30)", | |
| "n": 30, | |
| "chance": 0.2, | |
| "acc": { | |
| "nz": 0.9, | |
| "roeig": 0.8, | |
| "laya_ml": 0.5667 | |
| }, | |
| "brier": { | |
| "nz": 0.1838, | |
| "roeig": 0.3191, | |
| "laya_ml": 0.6667 | |
| }, | |
| "ece": { | |
| "nz": 0.1292, | |
| "roeig": 0.1321, | |
| "laya_ml": 0.2772 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.1667, | |
| "roeig": 0.1667, | |
| "laya_ml": 0.3333 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 5, | |
| "other_only": 2, | |
| "p": 0.453125 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 12, | |
| "other_only": 2, | |
| "p": 0.012939453125 | |
| } | |
| } | |
| }, | |
| "triage_urgency": { | |
| "title": "Ticket urgency, 5 levels (30)", | |
| "n": 30, | |
| "chance": 0.2, | |
| "acc": { | |
| "nz": 0.7, | |
| "roeig": 0.3667, | |
| "laya_ml": 0.3333 | |
| }, | |
| "brier": { | |
| "nz": 0.4868, | |
| "roeig": 0.708, | |
| "laya_ml": 0.7501 | |
| }, | |
| "ece": { | |
| "nz": 0.2041, | |
| "roeig": 0.0322, | |
| "laya_ml": 0.2167 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.4, | |
| "roeig": 0.2333, | |
| "laya_ml": 0.0667 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 14, | |
| "other_only": 4, | |
| "p": 0.0308837890625 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 15, | |
| "other_only": 4, | |
| "p": 0.0192108154296875 | |
| } | |
| } | |
| }, | |
| "triage_paying": { | |
| "title": "Paying customer? yes/no (30)", | |
| "n": 30, | |
| "chance": 0.5, | |
| "acc": { | |
| "nz": 0.8, | |
| "roeig": 0.5667, | |
| "laya_ml": 0.5 | |
| }, | |
| "brier": { | |
| "nz": 0.2841, | |
| "roeig": 0.4338, | |
| "laya_ml": 0.8183 | |
| }, | |
| "ece": { | |
| "nz": 0.1466, | |
| "roeig": 0.2362, | |
| "laya_ml": 0.4284 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.5333, | |
| "roeig": 0.5333, | |
| "laya_ml": 0.4667 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 7, | |
| "other_only": 0, | |
| "p": 0.015625 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 14, | |
| "other_only": 5, | |
| "p": 0.063568115234375 | |
| } | |
| } | |
| }, | |
| "massive_20": { | |
| "title": "Voice command intent, 20 options (500)", | |
| "n": 500, | |
| "chance": 0.05, | |
| "acc": { | |
| "nz": 0.9, | |
| "roeig": 0.726, | |
| "laya_ml": 0.474 | |
| }, | |
| "brier": { | |
| "nz": 0.1671, | |
| "roeig": 0.3801, | |
| "laya_ml": 0.7338 | |
| }, | |
| "ece": { | |
| "nz": 0.0583, | |
| "roeig": 0.0395, | |
| "laya_ml": 0.1661 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.064, | |
| "roeig": 0.052, | |
| "laya_ml": 0.044 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 98, | |
| "other_only": 11, | |
| "p": 1.3281749873159828e-18 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 222, | |
| "other_only": 9, | |
| "p": 2.661469004156119e-54 | |
| } | |
| } | |
| }, | |
| "massive_4": { | |
| "title": "Voice command intent, 4 options (500)", | |
| "n": 500, | |
| "chance": 0.25, | |
| "acc": { | |
| "nz": 0.972, | |
| "roeig": 0.908, | |
| "laya_ml": 0.694 | |
| }, | |
| "brier": { | |
| "nz": 0.0462, | |
| "roeig": 0.1369, | |
| "laya_ml": 0.3987 | |
| }, | |
| "ece": { | |
| "nz": 0.0501, | |
| "roeig": 0.0393, | |
| "laya_ml": 0.0468 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.254, | |
| "roeig": 0.242, | |
| "laya_ml": 0.256 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 35, | |
| "other_only": 3, | |
| "p": 6.677873898297548e-08 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 141, | |
| "other_only": 2, | |
| "p": 1.846933796755538e-39 | |
| } | |
| } | |
| }, | |
| "sib200": { | |
| "title": "News topic, 7 options (204)", | |
| "n": 204, | |
| "chance": 0.1429, | |
| "acc": { | |
| "nz": 0.7941, | |
| "roeig": 0.8235, | |
| "laya_ml": 0.6618 | |
| }, | |
| "brier": { | |
| "nz": 0.3027, | |
| "roeig": 0.285, | |
| "laya_ml": 0.4918 | |
| }, | |
| "ece": { | |
| "nz": 0.0708, | |
| "roeig": 0.0751, | |
| "laya_ml": 0.1784 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.1471, | |
| "roeig": 0.1961, | |
| "laya_ml": 0.25 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 12, | |
| "other_only": 18, | |
| "p": 0.361594608053565 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 47, | |
| "other_only": 20, | |
| "p": 0.0013071686857636005 | |
| } | |
| } | |
| }, | |
| "heq_verify": { | |
| "title": "Does the passage support this answer? (600)", | |
| "n": 600, | |
| "chance": 0.5, | |
| "acc": { | |
| "nz": 0.9483, | |
| "roeig": 0.9417, | |
| "laya_ml": 0.4883 | |
| }, | |
| "brier": { | |
| "nz": 0.0938, | |
| "roeig": 0.0926, | |
| "laya_ml": 0.8274 | |
| }, | |
| "ece": { | |
| "nz": 0.0365, | |
| "roeig": 0.0178, | |
| "laya_ml": 0.3946 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.51, | |
| "roeig": 0.8, | |
| "laya_ml": 0.59 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 30, | |
| "other_only": 26, | |
| "p": 0.6888797607233396 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 296, | |
| "other_only": 20, | |
| "p": 3.520918733970021e-64 | |
| } | |
| } | |
| }, | |
| "heq_unans": { | |
| "title": "Plausible answer the passage does not give (600)", | |
| "n": 600, | |
| "chance": 0.5, | |
| "acc": { | |
| "nz": 0.8917, | |
| "roeig": 0.53, | |
| "laya_ml": 0.5367 | |
| }, | |
| "brier": { | |
| "nz": 0.1739, | |
| "roeig": 0.856, | |
| "laya_ml": 0.7348 | |
| }, | |
| "ece": { | |
| "nz": 0.0484, | |
| "roeig": 0.4336, | |
| "laya_ml": 0.3421 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.5033, | |
| "roeig": 0.5033, | |
| "laya_ml": 0.5167 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 243, | |
| "other_only": 26, | |
| "p": 2.502982180208191e-45 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 240, | |
| "other_only": 27, | |
| "p": 7.334224519429334e-44 | |
| } | |
| } | |
| }, | |
| "belebele": { | |
| "title": "Reading comprehension, 4 options (900)", | |
| "n": 900, | |
| "chance": 0.25, | |
| "acc": { | |
| "nz": 0.6322, | |
| "roeig": 0.7544, | |
| "laya_ml": 0.3144 | |
| }, | |
| "brier": { | |
| "nz": 0.5672, | |
| "roeig": 0.3442, | |
| "laya_ml": 0.8341 | |
| }, | |
| "ece": { | |
| "nz": 0.1919, | |
| "roeig": 0.0324, | |
| "laya_ml": 0.2307 | |
| }, | |
| "empty_acc": { | |
| "nz": 0.3011, | |
| "roeig": 0.3189, | |
| "laya_ml": 0.2844 | |
| }, | |
| "vs_nitzotz": { | |
| "roeig": { | |
| "nz_only": 72, | |
| "other_only": 182, | |
| "p": 3.66511528586527e-12 | |
| }, | |
| "laya_ml": { | |
| "nz_only": 366, | |
| "other_only": 80, | |
| "p": 9.158467645861244e-45 | |
| } | |
| } | |
| } | |
| }, | |
| "significance": "paired exact McNemar against Nitzotz on the same questions", | |
| "latency_ms": { | |
| "q8": { | |
| "median": 47.7, | |
| "p90": 75.6, | |
| "n": 50 | |
| }, | |
| "f16": { | |
| "median": 50.5, | |
| "p90": 77.0, | |
| "n": 50 | |
| }, | |
| "py": { | |
| "median": 60.0, | |
| "p90": 98.2, | |
| "n": 50 | |
| }, | |
| "q8_cpu": { | |
| "median": 309.1, | |
| "p90": 711.0, | |
| "n": 50 | |
| }, | |
| "f16_cpu": { | |
| "median": 425.9, | |
| "p90": 854.0, | |
| "n": 50 | |
| }, | |
| "py_cpu": { | |
| "median": 223.9, | |
| "p90": 452.7, | |
| "n": 50 | |
| } | |
| }, | |
| "latency_points_ms": { | |
| "q8": { | |
| "short": { | |
| "item": "massive_he_4-0075", | |
| "input_tokens": 38, | |
| "median_ms": 36.9, | |
| "p90_ms": 38.4, | |
| "min_ms": 35.6 | |
| }, | |
| "long": { | |
| "item": "heq_unanswerable-0522", | |
| "input_tokens": 430, | |
| "median_ms": 127.4, | |
| "p90_ms": 130.0, | |
| "min_ms": 108.0 | |
| } | |
| }, | |
| "f16": { | |
| "short": { | |
| "item": "massive_he_4-0075", | |
| "input_tokens": 38, | |
| "median_ms": 43.2, | |
| "p90_ms": 44.3, | |
| "min_ms": 41.2 | |
| }, | |
| "long": { | |
| "item": "heq_unanswerable-0522", | |
| "input_tokens": 430, | |
| "median_ms": 111.2, | |
| "p90_ms": 118.2, | |
| "min_ms": 108.7 | |
| } | |
| }, | |
| "py": { | |
| "short": { | |
| "item": "massive_he_4-0075", | |
| "input_tokens": 38, | |
| "median_ms": 43.6, | |
| "p90_ms": 44.7, | |
| "min_ms": 42.4 | |
| }, | |
| "long": { | |
| "item": "heq_unanswerable-0522", | |
| "input_tokens": 430, | |
| "median_ms": 139.3, | |
| "p90_ms": 157.0, | |
| "min_ms": 137.1 | |
| } | |
| }, | |
| "q8_cpu": { | |
| "short": { | |
| "item": "massive_he_4-0075", | |
| "input_tokens": 38, | |
| "median_ms": 159.5, | |
| "p90_ms": 185.0, | |
| "min_ms": 117.5 | |
| }, | |
| "long": { | |
| "item": "heq_unanswerable-0522", | |
| "input_tokens": 430, | |
| "median_ms": 1137.4, | |
| "p90_ms": 1243.6, | |
| "min_ms": 1072.4 | |
| } | |
| }, | |
| "py_cpu": { | |
| "short": { | |
| "item": "massive_he_4-0075", | |
| "input_tokens": 38, | |
| "median_ms": 112.0, | |
| "p90_ms": 131.3, | |
| "min_ms": 97.1 | |
| }, | |
| "long": { | |
| "item": "heq_unanswerable-0522", | |
| "input_tokens": 430, | |
| "median_ms": 1021.8, | |
| "p90_ms": 1100.7, | |
| "min_ms": 918.8 | |
| } | |
| } | |
| }, | |
| "latency_machine": "Intel Core Ultra 9 285H laptop, built-in Arc 140T GPU, Windows 11", | |
| "gguf_parity_50": { | |
| "q8": { | |
| "max_abs_diff": 0.0375, | |
| "mean_abs_diff": 0.001814, | |
| "argmax_agree": "50/50" | |
| }, | |
| "f16": { | |
| "max_abs_diff": 0.0017, | |
| "mean_abs_diff": 0.000288, | |
| "argmax_agree": "50/50" | |
| }, | |
| "q8_cpu": { | |
| "max_abs_diff": 0.0549, | |
| "mean_abs_diff": 0.003498, | |
| "argmax_agree": "50/50" | |
| }, | |
| "f16_cpu": { | |
| "max_abs_diff": 0.0032, | |
| "mean_abs_diff": 0.000278, | |
| "argmax_agree": "50/50" | |
| } | |
| }, | |
| "gguf_parity_spam_596": { | |
| "q8": { | |
| "max_abs_diff": 0.0166, | |
| "mean_abs_diff": 0.001297, | |
| "argmax_agree": "596/596", | |
| "accuracy_vs_gold": 0.8473 | |
| }, | |
| "f16": { | |
| "max_abs_diff": 0.0015, | |
| "mean_abs_diff": 0.000203, | |
| "argmax_agree": "596/596", | |
| "accuracy_vs_gold": 0.8473 | |
| }, | |
| "py": { | |
| "max_abs_diff": 0.0, | |
| "mean_abs_diff": 0.0, | |
| "argmax_agree": "596/596", | |
| "accuracy_vs_gold": 0.8473 | |
| }, | |
| "q8_cpu": { | |
| "max_abs_diff": 0.0207, | |
| "mean_abs_diff": 0.001918, | |
| "argmax_agree": "595/596", | |
| "accuracy_vs_gold": 0.8456 | |
| }, | |
| "f16_cpu": { | |
| "max_abs_diff": 0.0012, | |
| "mean_abs_diff": 0.000185, | |
| "argmax_agree": "596/596", | |
| "accuracy_vs_gold": 0.8473 | |
| }, | |
| "py_cpu": { | |
| "max_abs_diff": 0.0, | |
| "mean_abs_diff": 0.0, | |
| "argmax_agree": "596/596", | |
| "accuracy_vs_gold": 0.8473 | |
| } | |
| }, | |
| "belebele_split": { | |
| "verbatim_n": 252, | |
| "reworded_n": 648, | |
| "nz": { | |
| "verbatim": 0.7658730158730159, | |
| "reworded": 0.5802469135802469 | |
| }, | |
| "roeig": { | |
| "verbatim": 0.8412698412698413, | |
| "reworded": 0.720679012345679 | |
| }, | |
| "laya_ml": { | |
| "verbatim": 0.44047619047619047, | |
| "reworded": 0.2654320987654321 | |
| } | |
| }, | |
| "calibration_pooled": { | |
| "n": 3990, | |
| "ece_15bin": 0.0309 | |
| }, | |
| "wording_robustness": { | |
| "suite": "wording_he (frozen): 1786 questions, each asked in 6 wordings with the same meaning", | |
| "flip_rate": "share of questions whose top answer is not the same in all 6 wordings (lower is better)", | |
| "models": { | |
| "BrainboxAI/nitzotz": { | |
| "all_item_weighted": { | |
| "flip_rate": 0.0504, | |
| "flip_vs_orig": 0.018, | |
| "mean_acc": 0.9118, | |
| "worst_acc": 0.9048, | |
| "flip_rate_spam_type_without_form_swap": 0.0481 | |
| }, | |
| "parts": { | |
| "heq_verify": { | |
| "n_items": 600, | |
| "mean_acc": 0.9478, | |
| "worst_acc": 0.945, | |
| "flip_rate": 0.0283 | |
| }, | |
| "massive_he_4": { | |
| "n_items": 500, | |
| "mean_acc": 0.97, | |
| "worst_acc": 0.962, | |
| "flip_rate": 0.036 | |
| }, | |
| "spam_business_he:category": { | |
| "n_items": 298, | |
| "mean_acc": 0.7752, | |
| "worst_acc": 0.7685, | |
| "flip_rate": 0.0805 | |
| }, | |
| "spam_business_he:category:hard": { | |
| "n_items": 65, | |
| "mean_acc": 0.6692, | |
| "worst_acc": 0.6462, | |
| "flip_rate": 0.1077 | |
| }, | |
| "spam_business_he:scam": { | |
| "n_items": 298, | |
| "mean_acc": 0.915, | |
| "worst_acc": 0.9128, | |
| "flip_rate": 0.0201 | |
| }, | |
| "spam_business_he:scam:hard": { | |
| "n_items": 65, | |
| "mean_acc": 0.8154, | |
| "worst_acc": 0.8, | |
| "flip_rate": 0.0615 | |
| }, | |
| "triage30:category": { | |
| "n_items": 30, | |
| "mean_acc": 0.9166, | |
| "worst_acc": 0.9, | |
| "flip_rate": 0.0333 | |
| }, | |
| "triage30:paying": { | |
| "n_items": 30, | |
| "mean_acc": 0.7944, | |
| "worst_acc": 0.7333, | |
| "flip_rate": 0.1667 | |
| }, | |
| "triage30:urgency": { | |
| "n_items": 30, | |
| "mean_acc": 0.6611, | |
| "worst_acc": 0.6, | |
| "flip_rate": 0.6333 | |
| } | |
| }, | |
| "single_answer_wordings": {} | |
| } | |
| } | |
| }, | |
| "belebele_negation": { | |
| "n": 158, | |
| "acc": 0.5886 | |
| }, | |
| "seeds": { | |
| "heldout_this": 0.9505, | |
| "others": [ | |
| { | |
| "name": "seed 2", | |
| "heldout": 0.9519, | |
| "acc": { | |
| "spam_scam": 0.9195, | |
| "spam_scam_hard": 0.8308, | |
| "spam_type": 0.802, | |
| "spam_type_hard": 0.7077, | |
| "triage_type": 0.9, | |
| "triage_urgency": 0.7333, | |
| "triage_paying": 0.8, | |
| "massive_20": 0.894, | |
| "massive_4": 0.96, | |
| "sib200": 0.8284, | |
| "heq_verify": 0.9467, | |
| "heq_unans": 0.8983, | |
| "belebele": 0.6089 | |
| } | |
| }, | |
| { | |
| "name": "seed 3", | |
| "heldout": 0.9521, | |
| "acc": { | |
| "spam_scam": 0.906, | |
| "spam_scam_hard": 0.7846, | |
| "spam_type": 0.7785, | |
| "spam_type_hard": 0.6615, | |
| "triage_type": 0.8333, | |
| "triage_urgency": 0.7667, | |
| "triage_paying": 0.8333, | |
| "massive_20": 0.902, | |
| "massive_4": 0.968, | |
| "sib200": 0.8039, | |
| "heq_verify": 0.95, | |
| "heq_unans": 0.8983, | |
| "belebele": 0.6311 | |
| } | |
| } | |
| ], | |
| "agreement_min": 0.9008, | |
| "agreement_max": 0.9063, | |
| "picked_on": { | |
| "this": { | |
| "n": 188, | |
| "acc": 0.984 | |
| }, | |
| "others": [ | |
| { | |
| "n": 188, | |
| "acc": 0.9734 | |
| }, | |
| { | |
| "n": 188, | |
| "acc": 0.9734 | |
| } | |
| ] | |
| } | |
| }, | |
| "none_of_the_options": { | |
| "suite": "notinlist_he (frozen): 400 MASSIVE and Belebele test questions with a 'none of the options' choice added; in half of them 'none' is right, in the other half the right answer is still in the list", | |
| "model": "BrainboxAI/nitzotz", | |
| "parts": { | |
| "all": { | |
| "n": 400, | |
| "acc": 0.685, | |
| "picks_none": 0.535 | |
| }, | |
| "belebele_he/control": { | |
| "n": 100, | |
| "acc": 0.45, | |
| "picks_none": 0.43 | |
| }, | |
| "belebele_he/none": { | |
| "n": 100, | |
| "acc": 0.76, | |
| "picks_none": 0.76 | |
| }, | |
| "control": { | |
| "n": 200, | |
| "acc": 0.61, | |
| "picks_none": 0.31 | |
| }, | |
| "massive_he_20/control": { | |
| "n": 100, | |
| "acc": 0.77, | |
| "picks_none": 0.19 | |
| }, | |
| "massive_he_20/none": { | |
| "n": 100, | |
| "acc": 0.76, | |
| "picks_none": 0.76 | |
| }, | |
| "none": { | |
| "n": 200, | |
| "acc": 0.76, | |
| "picks_none": 0.76 | |
| } | |
| }, | |
| "text_removed": { | |
| "all": { | |
| "n": 400, | |
| "acc": 0.49, | |
| "picks_none": 0.9825 | |
| }, | |
| "belebele_he/control": { | |
| "n": 100, | |
| "acc": 0.01, | |
| "picks_none": 0.99 | |
| }, | |
| "belebele_he/none": { | |
| "n": 100, | |
| "acc": 0.95, | |
| "picks_none": 0.95 | |
| }, | |
| "control": { | |
| "n": 200, | |
| "acc": 0.005, | |
| "picks_none": 0.99 | |
| }, | |
| "massive_he_20/control": { | |
| "n": 100, | |
| "acc": 0.0, | |
| "picks_none": 0.99 | |
| }, | |
| "massive_he_20/none": { | |
| "n": 100, | |
| "acc": 1.0, | |
| "picks_none": 1.0 | |
| }, | |
| "none": { | |
| "n": 200, | |
| "acc": 0.975, | |
| "picks_none": 0.975 | |
| } | |
| } | |
| } | |
| } |