updated results build

compile-results.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -11,10 +11,10 @@
      "text": [
       "Defaulting to user installation because normal site-packages is not writeable\n",
       "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
       "Requirement already satisfied: numpy<2,>=1.22.4 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (1.26.1)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
       "Requirement already satisfied: six>=1.5 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from python-dateutil>=2.8.2->pandas) (1.15.0)\n",
       "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
       "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
@@ -36,14 +36,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 2217 results.json files\n"
+      "Found 2489 results.json files\n"
      ]
     }
    ],
@@ -71,14 +71,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processed example:  {'name': 'bigscience/bloom-7b1', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'xcopa': {'acc,none': 0.5709090909090908, 'acc_stderr,none': 0.06135942275478038, 'alias': 'xcopa'}, 'xcopa_et': {'acc,none': 0.482, 'acc_stderr,none': 0.02236856511738799, 'alias': ' - xcopa_et'}, 'xcopa_ht': {'acc,none': 0.516, 'acc_stderr,none': 0.0223716109825804, 'alias': ' - xcopa_ht'}, 'xcopa_id': {'acc,none': 0.702, 'acc_stderr,none': 0.020475118092988978, 'alias': ' - xcopa_id'}, 'xcopa_it': {'acc,none': 0.528, 'acc_stderr,none': 0.022347949832668093, 'alias': ' - xcopa_it'}, 'xcopa_qu': {'acc,none': 0.512, 'acc_stderr,none': 0.02237662679792717, 'alias': ' - xcopa_qu'}, 'xcopa_sw': {'acc,none': 0.518, 'acc_stderr,none': 0.02236856511738799, 'alias': ' - xcopa_sw'}, 'xcopa_ta': {'acc,none': 0.592, 'acc_stderr,none': 0.02200091089387719, 'alias': ' - xcopa_ta'}, 'xcopa_th': {'acc,none': 0.552, 'acc_stderr,none': 0.022261697292270132, 'alias': ' - xcopa_th'}, 'xcopa_tr': {'acc,none': 0.512, 'acc_stderr,none': 0.02237662679792717, 'alias': ' - xcopa_tr'}, 'xcopa_vi': {'acc,none': 0.716, 'acc_stderr,none': 0.02018670369357085, 'alias': ' - xcopa_vi'}, 'xcopa_zh': {'acc,none': 0.65, 'acc_stderr,none': 0.021352091786223104, 'alias': ' - xcopa_zh'}, 'xnli': {'acc,none': 0.41204819277108434, 'acc_stderr,none': 0.051535476594892576, 'alias': 'xnli'}, 'xnli_ar': {'acc,none': 0.3377510040160643, 'acc_stderr,none': 0.009479742273956477, 'alias': ' - xnli_ar'}, 'xnli_bg': {'acc,none': 0.3779116465863454, 'acc_stderr,none': 0.009718712281227459, 'alias': ' - xnli_bg'}, 'xnli_de': {'acc,none': 0.41365461847389556, 'acc_stderr,none': 0.009871502159099368, 'alias': ' - xnli_de'}, 'xnli_el': {'acc,none': 0.3650602409638554, 'acc_stderr,none': 0.009650194822749637, 'alias': ' - xnli_el'}, 'xnli_en': {'acc,none': 0.5261044176706827, 'acc_stderr,none': 0.01000840465166064, 'alias': ' - xnli_en'}, 'xnli_es': {'acc,none': 0.4879518072289157, 'acc_stderr,none': 0.010019162857624487, 'alias': ' - xnli_es'}, 'xnli_fr': {'acc,none': 0.478714859437751, 'acc_stderr,none': 0.010012987604500423, 'alias': ' - xnli_fr'}, 'xnli_hi': {'acc,none': 0.4666666666666667, 'acc_stderr,none': 0.00999977679318763, 'alias': ' - xnli_hi'}, 'xnli_ru': {'acc,none': 0.43253012048192774, 'acc_stderr,none': 0.009930409027139453, 'alias': ' - xnli_ru'}, 'xnli_sw': {'acc,none': 0.3855421686746988, 'acc_stderr,none': 0.009755949341224318, 'alias': ' - xnli_sw'}, 'xnli_th': {'acc,none': 0.3437751004016064, 'acc_stderr,none': 0.009520310502882936, 'alias': ' - xnli_th'}, 'xnli_tr': {'acc,none': 0.3522088353413655, 'acc_stderr,none': 0.009574259292495757, 'alias': ' - xnli_tr'}, 'xnli_ur': {'acc,none': 0.42289156626506025, 'acc_stderr,none': 0.009902179034797438, 'alias': ' - xnli_ur'}, 'xnli_vi': {'acc,none': 0.44497991967871486, 'acc_stderr,none': 0.009961210239024633, 'alias': ' - xnli_vi'}, 'xnli_zh': {'acc,none': 0.3449799196787149, 'acc_stderr,none': 0.009528219800053311, 'alias': ' - xnli_zh'}, 'pawsx': {'acc,none': 0.5078571428571429, 'acc_stderr,none': 0.03988534011535243, 'alias': 'pawsx'}, 'paws_de': {'acc,none': 0.5175, 'acc_stderr,none': 0.011176284251254179, 'alias': ' - paws_de'}, 'paws_en': {'acc,none': 0.4145, 'acc_stderr,none': 0.011018419931591767, 'alias': ' - paws_en'}, 'paws_es': {'acc,none': 0.437, 'acc_stderr,none': 0.011094009127418984, 'alias': ' - paws_es'}, 'paws_fr': {'acc,none': 0.5435, 'acc_stderr,none': 0.011140733053371404, 'alias': ' - paws_fr'}, 'paws_ja': {'acc,none': 0.5575, 'acc_stderr,none': 0.01110894141174761, 'alias': ' - paws_ja'}, 'paws_ko': {'acc,none': 0.552, 'acc_stderr,none': 0.011122493197456285, 'alias': ' - paws_ko'}, 'paws_zh': {'acc,none': 0.533, 'acc_stderr,none': 0.01115875256825067, 'alias': ' - paws_zh'}, 'lambada_multilingual': {'perplexity,none': 131.45396740665825, 'perplexity_stderr,none': 95.28024178884175, 'acc,none': 0.38490199883562976, 'acc_stderr,none': 0.07608898792977997, 'alias': 'lambada_multilingual'}, 'lambada_openai_mt_de': {'perplexity,none': 370.91952810475857, 'perplexity_stderr,none': 24.98299339282566, 'acc,none': 0.23015718998641568, 'acc_stderr,none': 0.0058644241714399855, 'alias': ' - lambada_openai_mt_de'}, 'lambada_openai_mt_en': {'perplexity,none': 6.583236525584539, 'perplexity_stderr,none': 0.17481189179976453, 'acc,none': 0.5717058024451775, 'acc_stderr,none': 0.0068939712541951454, 'alias': ' - lambada_openai_mt_en'}, 'lambada_openai_mt_es': {'perplexity,none': 51.02874715706533, 'perplexity_stderr,none': 2.6341920857292744, 'acc,none': 0.36638851154667185, 'acc_stderr,none': 0.0067126579546010565, 'alias': ' - lambada_openai_mt_es'}, 'lambada_openai_mt_fr': {'perplexity,none': 29.56217917543056, 'perplexity_stderr,none': 1.5411073949753211, 'acc,none': 0.4513875412381137, 'acc_stderr,none': 0.0069329758883686235, 'alias': ' - lambada_openai_mt_fr'}, 'lambada_openai_mt_it': {'perplexity,none': 199.1761460704524, 'perplexity_stderr,none': 13.648756866456297, 'acc,none': 0.30487094896176986, 'acc_stderr,none': 0.006413613926848421, 'alias': ' - lambada_openai_mt_it'}, 'xwinograd': {'acc,none': 0.7442121825129242, 'acc_stderr,none': 0.06414679137553342, 'alias': 'xwinograd'}, 'xwinograd_en': {'acc,none': 0.8219354838709677, 'acc_stderr,none': 0.007935777723887321, 'alias': ' - xwinograd_en'}, 'xwinograd_fr': {'acc,none': 0.6987951807228916, 'acc_stderr,none': 0.0506639425494172, 'alias': ' - xwinograd_fr'}, 'xwinograd_jp': {'acc,none': 0.6037539103232534, 'acc_stderr,none': 0.015802642616557255, 'alias': ' - xwinograd_jp'}, 'xwinograd_pt': {'acc,none': 0.7680608365019012, 'acc_stderr,none': 0.026075593860304693, 'alias': ' - xwinograd_pt'}, 'xwinograd_ru': {'acc,none': 0.5714285714285714, 'acc_stderr,none': 0.02792722339076032, 'alias': ' - xwinograd_ru'}, 'xwinograd_zh': {'acc,none': 0.7559523809523809, 'acc_stderr,none': 0.01915139944664688, 'alias': ' - xwinograd_zh'}, 'xstorycloze': {'acc,none': 0.5927441188857469, 'acc_stderr,none': 0.05262352730974911, 'alias': 'xstorycloze'}, 'xstorycloze_ar': {'acc,none': 0.5883520847121112, 'acc_stderr,none': 0.01266464832921408, 'alias': ' - xstorycloze_ar'}, 'xstorycloze_en': {'acc,none': 0.7081403044341495, 'acc_stderr,none': 0.01169925603764938, 'alias': ' - xstorycloze_en'}, 'xstorycloze_es': {'acc,none': 0.6598279285241562, 'acc_stderr,none': 0.012192034998028832, 'alias': ' - xstorycloze_es'}, 'xstorycloze_eu': {'acc,none': 0.57114493712773, 'acc_stderr,none': 0.012736202713147777, 'alias': ' - xstorycloze_eu'}, 'xstorycloze_hi': {'acc,none': 0.6048974189278623, 'acc_stderr,none': 0.012580772976133262, 'alias': ' - xstorycloze_hi'}, 'xstorycloze_id': {'acc,none': 0.6419589675711449, 'acc_stderr,none': 0.012337624883487575, 'alias': ' - xstorycloze_id'}, 'xstorycloze_my': {'acc,none': 0.48378557246856385, 'acc_stderr,none': 0.012860357805055867, 'alias': ' - xstorycloze_my'}, 'xstorycloze_ru': {'acc,none': 0.5268034414295168, 'acc_stderr,none': 0.012848623899505765, 'alias': ' - xstorycloze_ru'}, 'xstorycloze_sw': {'acc,none': 0.5413633355393779, 'acc_stderr,none': 0.012823020340169822, 'alias': ' - xstorycloze_sw'}, 'xstorycloze_te': {'acc,none': 0.5744540039708802, 'acc_stderr,none': 0.012723670419166326, 'alias': ' - xstorycloze_te'}, 'xstorycloze_zh': {'acc,none': 0.6194573130377233, 'acc_stderr,none': 0.012494500786685344, 'alias': ' - xstorycloze_zh'}}, 'groups': {'xcopa': {'acc,none': 0.5709090909090908, 'acc_stderr,none': 0.06135942275478038, 'alias': 'xcopa'}, 'xnli': {'acc,none': 0.41204819277108434, 'acc_stderr,none': 0.051535476594892576, 'alias': 'xnli'}, 'pawsx': {'acc,none': 0.5078571428571429, 'acc_stderr,none': 0.03988534011535243, 'alias': 'pawsx'}, 'lambada_multilingual': {'perplexity,none': 131.45396740665825, 'perplexity_stderr,none': 95.28024178884175, 'acc,none': 0.38490199883562976, 'acc_stderr,none': 0.07608898792977997, 'alias': 'lambada_multilingual'}, 'xwinograd': {'acc,none': 0.7442121825129242, 'acc_stderr,none': 0.06414679137553342, 'alias': 'xwinograd'}, 'xstorycloze': {'acc,none': 0.5927441188857469, 'acc_stderr,none': 0.05262352730974911, 'alias': 'xstorycloze'}}}}}\n"
+      "Processed example:  {'name': 'mistralai/Mistral-7B-v0.1', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'xcopa': {'acc,none': 0.5587272727272727, 'acc_stderr,none': 0.0551636604460852, 'alias': 'xcopa'}, 'xcopa_et': {'acc,none': 0.466, 'acc_stderr,none': 0.02233126442325838, 'alias': ' - xcopa_et'}, 'xcopa_ht': {'acc,none': 0.512, 'acc_stderr,none': 0.02237662679792717, 'alias': ' - xcopa_ht'}, 'xcopa_id': {'acc,none': 0.582, 'acc_stderr,none': 0.022080014812228137, 'alias': ' - xcopa_id'}, 'xcopa_it': {'acc,none': 0.66, 'acc_stderr,none': 0.021206117013673066, 'alias': ' - xcopa_it'}, 'xcopa_qu': {'acc,none': 0.482, 'acc_stderr,none': 0.02236856511738799, 'alias': ' - xcopa_qu'}, 'xcopa_sw': {'acc,none': 0.518, 'acc_stderr,none': 0.02236856511738799, 'alias': ' - xcopa_sw'}, 'xcopa_ta': {'acc,none': 0.542, 'acc_stderr,none': 0.02230396677426995, 'alias': ' - xcopa_ta'}, 'xcopa_th': {'acc,none': 0.564, 'acc_stderr,none': 0.0221989546414768, 'alias': ' - xcopa_th'}, 'xcopa_tr': {'acc,none': 0.568, 'acc_stderr,none': 0.02217510926561316, 'alias': ' - xcopa_tr'}, 'xcopa_vi': {'acc,none': 0.59, 'acc_stderr,none': 0.022017482578127672, 'alias': ' - xcopa_vi'}, 'xcopa_zh': {'acc,none': 0.662, 'acc_stderr,none': 0.021175665695209407, 'alias': ' - xcopa_zh'}, 'xnli': {'acc,none': 0.43175368139223563, 'acc_stderr,none': 0.0565098070106032, 'alias': 'xnli'}, 'xnli_ar': {'acc,none': 0.334136546184739, 'acc_stderr,none': 0.009454577602463621, 'alias': ' - xnli_ar'}, 'xnli_bg': {'acc,none': 0.4534136546184739, 'acc_stderr,none': 0.009978476483838962, 'alias': ' - xnli_bg'}, 'xnli_de': {'acc,none': 0.5012048192771085, 'acc_stderr,none': 0.01002204377131557, 'alias': ' - xnli_de'}, 'xnli_el': {'acc,none': 0.41365461847389556, 'acc_stderr,none': 0.009871502159099366, 'alias': ' - xnli_el'}, 'xnli_en': {'acc,none': 0.5690763052208835, 'acc_stderr,none': 0.009925970741520641, 'alias': ' - xnli_en'}, 'xnli_es': {'acc,none': 0.4562248995983936, 'acc_stderr,none': 0.009983589197693925, 'alias': ' - xnli_es'}, 'xnli_fr': {'acc,none': 0.5100401606425703, 'acc_stderr,none': 0.010020052116889137, 'alias': ' - xnli_fr'}, 'xnli_hi': {'acc,none': 0.42650602409638555, 'acc_stderr,none': 0.009913215943570534, 'alias': ' - xnli_hi'}, 'xnli_ru': {'acc,none': 0.4967871485943775, 'acc_stderr,none': 0.010021865961119557, 'alias': ' - xnli_ru'}, 'xnli_sw': {'acc,none': 0.363855421686747, 'acc_stderr,none': 0.009643393577626719, 'alias': ' - xnli_sw'}, 'xnli_th': {'acc,none': 0.38835341365461845, 'acc_stderr,none': 0.009769028875673285, 'alias': ' - xnli_th'}, 'xnli_tr': {'acc,none': 0.43654618473895584, 'acc_stderr,none': 0.009941039791133128, 'alias': ' - xnli_tr'}, 'xnli_ur': {'acc,none': 0.3381526104417671, 'acc_stderr,none': 0.009482500057981031, 'alias': ' - xnli_ur'}, 'xnli_vi': {'acc,none': 0.41244979919678715, 'acc_stderr,none': 0.009867237678555586, 'alias': ' - xnli_vi'}, 'xnli_zh': {'acc,none': 0.3759036144578313, 'acc_stderr,none': 0.00970848885066604, 'alias': ' - xnli_zh'}, 'pawsx': {'acc,none': 0.41585714285714287, 'acc_stderr,none': 0.05538778178867068, 'alias': 'pawsx'}, 'paws_de': {'acc,none': 0.385, 'acc_stderr,none': 0.010883323176386978, 'alias': ' - paws_de'}, 'paws_en': {'acc,none': 0.3125, 'acc_stderr,none': 0.010367044555050548, 'alias': ' - paws_en'}, 'paws_es': {'acc,none': 0.356, 'acc_stderr,none': 0.010709311120344539, 'alias': ' - paws_es'}, 'paws_fr': {'acc,none': 0.4885, 'acc_stderr,none': 0.011180177690296085, 'alias': ' - paws_fr'}, 'paws_ja': {'acc,none': 0.534, 'acc_stderr,none': 0.011157250652425779, 'alias': ' - paws_ja'}, 'paws_ko': {'acc,none': 0.4175, 'acc_stderr,none': 0.011029855114729358, 'alias': ' - paws_ko'}, 'paws_zh': {'acc,none': 0.4175, 'acc_stderr,none': 0.011029855114729354, 'alias': ' - paws_zh'}, 'lambada_multilingual': {'perplexity,none': 27.047409162154935, 'perplexity_stderr,none': 8.199911438395738, 'acc,none': 0.5190374539103435, 'acc_stderr,none': 0.07089117907004505, 'alias': 'lambada_multilingual'}, 'lambada_openai_mt_de': {'perplexity,none': 43.294453054791916, 'perplexity_stderr,none': 2.4066806886162686, 'acc,none': 0.39996118765767513, 'acc_stderr,none': 0.006825125929166165, 'alias': ' - lambada_openai_mt_de'}, 'lambada_openai_mt_en': {'perplexity,none': 3.1814104914677763, 'perplexity_stderr,none': 0.05822157255540461, 'acc,none': 0.7554822433533864, 'acc_stderr,none': 0.005987967089937308, 'alias': ' - lambada_openai_mt_en'}, 'lambada_openai_mt_es': {'perplexity,none': 36.26423960927208, 'perplexity_stderr,none': 1.790606090078102, 'acc,none': 0.42790607413157383, 'acc_stderr,none': 0.00689318551693077, 'alias': ' - lambada_openai_mt_es'}, 'lambada_openai_mt_fr': {'perplexity,none': 22.218390608610928, 'perplexity_stderr,none': 1.1061897900321798, 'acc,none': 0.5214438191344848, 'acc_stderr,none': 0.006959568274744848, 'alias': ' - lambada_openai_mt_fr'}, 'lambada_openai_mt_it': {'perplexity,none': 30.278552046631987, 'perplexity_stderr,none': 1.6707259318257452, 'acc,none': 0.49039394527459734, 'acc_stderr,none': 0.006964691949428186, 'alias': ' - lambada_openai_mt_it'}, 'xwinograd': {'acc,none': 0.8141155315801304, 'acc_stderr,none': 0.047153752482205775, 'alias': 'xwinograd'}, 'xwinograd_en': {'acc,none': 0.8868817204301075, 'acc_stderr,none': 0.0065702392696682255, 'alias': ' - xwinograd_en'}, 'xwinograd_fr': {'acc,none': 0.7469879518072289, 'acc_stderr,none': 0.048008758304372776, 'alias': ' - xwinograd_fr'}, 'xwinograd_jp': {'acc,none': 0.721584984358707, 'acc_stderr,none': 0.014481292182837467, 'alias': ' - xwinograd_jp'}, 'xwinograd_pt': {'acc,none': 0.7642585551330798, 'acc_stderr,none': 0.026223308206222536, 'alias': ' - xwinograd_pt'}, 'xwinograd_ru': {'acc,none': 0.6888888888888889, 'acc_stderr,none': 0.02612567541895451, 'alias': ' - xwinograd_ru'}, 'xwinograd_zh': {'acc,none': 0.7698412698412699, 'acc_stderr,none': 0.018768533005904867, 'alias': ' - xwinograd_zh'}, 'xstorycloze': {'acc,none': 0.5916611515552614, 'acc_stderr,none': 0.07711658992261772, 'alias': 'xstorycloze'}, 'xstorycloze_ar': {'acc,none': 0.5294506949040371, 'acc_stderr,none': 0.012844785490016997, 'alias': ' - xstorycloze_ar'}, 'xstorycloze_en': {'acc,none': 0.786896095301125, 'acc_stderr,none': 0.010538187590034574, 'alias': ' - xstorycloze_en'}, 'xstorycloze_es': {'acc,none': 0.6909331568497684, 'acc_stderr,none': 0.011892023305070085, 'alias': ' - xstorycloze_es'}, 'xstorycloze_eu': {'acc,none': 0.5109199205823958, 'acc_stderr,none': 0.012864056278255043, 'alias': ' - xstorycloze_eu'}, 'xstorycloze_hi': {'acc,none': 0.5539377895433488, 'acc_stderr,none': 0.012792037953589649, 'alias': ' - xstorycloze_hi'}, 'xstorycloze_id': {'acc,none': 0.5936465916611515, 'acc_stderr,none': 0.012639429420389871, 'alias': ' - xstorycloze_id'}, 'xstorycloze_my': {'acc,none': 0.4884182660489742, 'acc_stderr,none': 0.012863672949335892, 'alias': ' - xstorycloze_my'}, 'xstorycloze_ru': {'acc,none': 0.6651224354731966, 'acc_stderr,none': 0.012145219027833156, 'alias': ' - xstorycloze_ru'}, 'xstorycloze_sw': {'acc,none': 0.5129053606882858, 'acc_stderr,none': 0.012862838605728476, 'alias': ' - xstorycloze_sw'}, 'xstorycloze_te': {'acc,none': 0.5413633355393779, 'acc_stderr,none': 0.012823020340169815, 'alias': ' - xstorycloze_te'}, 'xstorycloze_zh': {'acc,none': 0.6346790205162144, 'acc_stderr,none': 0.012391557728373984, 'alias': ' - xstorycloze_zh'}}, 'groups': {'xcopa': {'acc,none': 0.5587272727272727, 'acc_stderr,none': 0.0551636604460852, 'alias': 'xcopa'}, 'xnli': {'acc,none': 0.43175368139223563, 'acc_stderr,none': 0.0565098070106032, 'alias': 'xnli'}, 'pawsx': {'acc,none': 0.41585714285714287, 'acc_stderr,none': 0.05538778178867068, 'alias': 'pawsx'}, 'lambada_multilingual': {'perplexity,none': 27.047409162154935, 'perplexity_stderr,none': 8.199911438395738, 'acc,none': 0.5190374539103435, 'acc_stderr,none': 0.07089117907004505, 'alias': 'lambada_multilingual'}, 'xwinograd': {'acc,none': 0.8141155315801304, 'acc_stderr,none': 0.047153752482205775, 'alias': 'xwinograd'}, 'xstorycloze': {'acc,none': 0.5916611515552614, 'acc_stderr,none': 0.07711658992261772, 'alias': 'xstorycloze'}}}}}\n"
      ]
     }
    ],
@@ -156,16 +156,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 36 models\n",
+      "Found 38 models\n",
       "Models: \n",
-      "['bigscience/bloom-7b1', 'togethercomputer/RedPajama-INCITE-7B-Base', 'mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/rwkv-4-world-7b', 'RWKV/HF_v5-Eagle-7B', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf']\n",
+      "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/gemma-2b', 'google/gemma-7b', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/rwkv-4-world-7b', 'RWKV/HF_v5-Eagle-7B', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf']\n",
       "Saved to compiled-lm-eval-results.json\n"
      ]
     }
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
@@ -233,22 +233,6 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>bigscience/bloom-7b1</td>\n",
-       "      <td>0.570909</td>\n",
-       "      <td>0.061359</td>\n",
-       "      <td>0.570909</td>\n",
-       "      <td>0.061359</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>togethercomputer/RedPajama-INCITE-7B-Base</td>\n",
-       "      <td>0.525455</td>\n",
-       "      <td>0.036407</td>\n",
-       "      <td>0.525455</td>\n",
-       "      <td>0.036407</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
        "      <td>mistralai/Mistral-7B-v0.1</td>\n",
        "      <td>0.558727</td>\n",
        "      <td>0.055164</td>\n",
@@ -256,7 +240,7 @@
        "      <td>0.055164</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>1</th>\n",
        "      <td>mosaicml/mpt-7b-instruct</td>\n",
        "      <td>0.537091</td>\n",
        "      <td>0.041919</td>\n",
@@ -264,7 +248,7 @@
        "      <td>0.041919</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>2</th>\n",
        "      <td>mosaicml/mpt-7b</td>\n",
        "      <td>0.536000</td>\n",
        "      <td>0.042339</td>\n",
@@ -272,7 +256,7 @@
        "      <td>0.042339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>3</th>\n",
        "      <td>mosaicml/mpt-7b-chat</td>\n",
        "      <td>0.538000</td>\n",
        "      <td>0.047059</td>\n",
@@ -280,7 +264,15 @@
        "      <td>0.047059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>4</th>\n",
+       "      <td>bigscience/bloom-7b1</td>\n",
+       "      <td>0.570909</td>\n",
+       "      <td>0.061359</td>\n",
+       "      <td>0.570909</td>\n",
+       "      <td>0.061359</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
        "      <td>bigscience/bloomz-7b1-mt</td>\n",
        "      <td>0.546000</td>\n",
        "      <td>0.038321</td>\n",
@@ -288,7 +280,7 @@
        "      <td>0.038321</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>6</th>\n",
        "      <td>bigscience/bloomz-7b1</td>\n",
        "      <td>0.547818</td>\n",
        "      <td>0.038920</td>\n",
@@ -296,7 +288,7 @@
        "      <td>0.038920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>7</th>\n",
        "      <td>EleutherAI/pythia-2.8b</td>\n",
        "      <td>0.537455</td>\n",
        "      <td>0.026941</td>\n",
@@ -304,7 +296,7 @@
        "      <td>0.026941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>8</th>\n",
        "      <td>EleutherAI/pythia-1.4b</td>\n",
        "      <td>0.526545</td>\n",
        "      <td>0.027441</td>\n",
@@ -312,7 +304,7 @@
        "      <td>0.027441</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>9</th>\n",
        "      <td>EleutherAI/gpt-j-6b</td>\n",
        "      <td>0.544182</td>\n",
        "      <td>0.034404</td>\n",
@@ -320,7 +312,7 @@
        "      <td>0.034404</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>10</th>\n",
        "      <td>EleutherAI/pythia-6.9b</td>\n",
        "      <td>0.540545</td>\n",
        "      <td>0.029689</td>\n",
@@ -328,7 +320,23 @@
        "      <td>0.029689</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>google/gemma-2b</td>\n",
+       "      <td>0.520545</td>\n",
+       "      <td>0.025332</td>\n",
+       "      <td>0.520545</td>\n",
+       "      <td>0.025332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>12</th>\n",
+       "      <td>google/gemma-7b</td>\n",
+       "      <td>0.517636</td>\n",
+       "      <td>0.027330</td>\n",
+       "      <td>0.517636</td>\n",
+       "      <td>0.027330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
        "      <td>microsoft/phi-1_5</td>\n",
        "      <td>0.521636</td>\n",
        "      <td>0.026198</td>\n",
@@ -336,7 +344,7 @@
        "      <td>0.026198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>14</th>\n",
        "      <td>microsoft/phi-2</td>\n",
        "      <td>0.512182</td>\n",
        "      <td>0.029742</td>\n",
@@ -344,7 +352,7 @@
        "      <td>0.029742</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>15</th>\n",
        "      <td>microsoft/phi-1</td>\n",
        "      <td>0.517636</td>\n",
        "      <td>0.029612</td>\n",
@@ -352,7 +360,7 @@
        "      <td>0.029612</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>16</th>\n",
        "      <td>allenai/OLMo-7B</td>\n",
        "      <td>0.537818</td>\n",
        "      <td>0.034147</td>\n",
@@ -360,7 +368,7 @@
        "      <td>0.034147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>17</th>\n",
        "      <td>TinyLlama/TinyLlama-1.1B-intermediate-step-143...</td>\n",
        "      <td>0.529273</td>\n",
        "      <td>0.029316</td>\n",
@@ -368,7 +376,7 @@
        "      <td>0.029316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>18</th>\n",
        "      <td>TinyLlama/TinyLlama-1.1B-Chat-v1.0</td>\n",
        "      <td>0.528909</td>\n",
        "      <td>0.031702</td>\n",
@@ -376,7 +384,7 @@
        "      <td>0.031702</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>19</th>\n",
        "      <td>RWKV/rwkv-5-world-1b5</td>\n",
        "      <td>0.578909</td>\n",
        "      <td>0.045103</td>\n",
@@ -384,7 +392,7 @@
        "      <td>0.045103</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>20</th>\n",
        "      <td>RWKV/rwkv-5-world-3b</td>\n",
        "      <td>0.590182</td>\n",
        "      <td>0.056241</td>\n",
@@ -392,7 +400,7 @@
        "      <td>0.056241</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>21</th>\n",
        "      <td>RWKV/rwkv-4-world-3b</td>\n",
        "      <td>0.575455</td>\n",
        "      <td>0.040977</td>\n",
@@ -400,7 +408,7 @@
        "      <td>0.040977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>22</th>\n",
        "      <td>RWKV/rwkv-4-world-1b5</td>\n",
        "      <td>0.554000</td>\n",
        "      <td>0.039406</td>\n",
@@ -408,7 +416,7 @@
        "      <td>0.039406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>23</th>\n",
        "      <td>RWKV/rwkv-4-world-7b</td>\n",
        "      <td>0.601455</td>\n",
        "      <td>0.053116</td>\n",
@@ -416,7 +424,7 @@
        "      <td>0.053116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>24</th>\n",
        "      <td>RWKV/HF_v5-Eagle-7B</td>\n",
        "      <td>0.621818</td>\n",
        "      <td>0.068986</td>\n",
@@ -424,7 +432,15 @@
        "      <td>0.068986</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>25</th>\n",
+       "      <td>togethercomputer/RedPajama-INCITE-7B-Base</td>\n",
+       "      <td>0.525455</td>\n",
+       "      <td>0.036407</td>\n",
+       "      <td>0.525455</td>\n",
+       "      <td>0.036407</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Instruct</td>\n",
        "      <td>0.528545</td>\n",
        "      <td>0.036470</td>\n",
@@ -432,7 +448,7 @@
        "      <td>0.036470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>27</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Chat</td>\n",
        "      <td>0.535455</td>\n",
        "      <td>0.038723</td>\n",
@@ -440,7 +456,7 @@
        "      <td>0.038723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>28</th>\n",
        "      <td>facebook/opt-2.7b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029821</td>\n",
@@ -448,7 +464,7 @@
        "      <td>0.029821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>29</th>\n",
        "      <td>facebook/opt-6.7b</td>\n",
        "      <td>0.522909</td>\n",
        "      <td>0.027216</td>\n",
@@ -456,7 +472,7 @@
        "      <td>0.027216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>30</th>\n",
        "      <td>facebook/opt-1.3b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029112</td>\n",
@@ -464,7 +480,7 @@
        "      <td>0.029112</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
+       "      <th>31</th>\n",
        "      <td>tiiuae/falcon-7b-instruct</td>\n",
        "      <td>0.536727</td>\n",
        "      <td>0.053430</td>\n",
@@ -472,7 +488,7 @@
        "      <td>0.053430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30</th>\n",
+       "      <th>32</th>\n",
        "      <td>tiiuae/falcon-rw-1b</td>\n",
        "      <td>0.522545</td>\n",
        "      <td>0.029446</td>\n",
@@ -480,7 +496,7 @@
        "      <td>0.029446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31</th>\n",
+       "      <th>33</th>\n",
        "      <td>tiiuae/falcon-rw-7b</td>\n",
        "      <td>0.535818</td>\n",
        "      <td>0.033185</td>\n",
@@ -488,7 +504,7 @@
        "      <td>0.033185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>32</th>\n",
+       "      <th>34</th>\n",
        "      <td>tiiuae/falcon-7b</td>\n",
        "      <td>0.559636</td>\n",
        "      <td>0.071650</td>\n",
@@ -496,7 +512,7 @@
        "      <td>0.071650</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>33</th>\n",
+       "      <th>35</th>\n",
        "      <td>huggyllama/llama-7b</td>\n",
        "      <td>0.541818</td>\n",
        "      <td>0.040718</td>\n",
@@ -504,7 +520,7 @@
        "      <td>0.040718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>34</th>\n",
+       "      <th>36</th>\n",
        "      <td>meta-llama/Llama-2-7b-chat-hf</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -512,7 +528,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>35</th>\n",
+       "      <th>37</th>\n",
        "      <td>meta-llama/Llama-2-7b-hf</td>\n",
        "      <td>0.566727</td>\n",
        "      <td>0.052515</td>\n",
@@ -525,83 +541,87 @@
       ],
       "text/plain": [
        "                                                model   avg_acc  \\\n",
-       "0                                bigscience/bloom-7b1  0.570909   \n",
-       "1           togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
-       "2                           mistralai/Mistral-7B-v0.1  0.558727   \n",
-       "3                            mosaicml/mpt-7b-instruct  0.537091   \n",
-       "4                                     mosaicml/mpt-7b  0.536000   \n",
-       "5                                mosaicml/mpt-7b-chat  0.538000   \n",
-       "6                            bigscience/bloomz-7b1-mt  0.546000   \n",
-       "7                               bigscience/bloomz-7b1  0.547818   \n",
-       "8                              EleutherAI/pythia-2.8b  0.537455   \n",
-       "9                              EleutherAI/pythia-1.4b  0.526545   \n",
-       "10                                EleutherAI/gpt-j-6b  0.544182   \n",
-       "11                             EleutherAI/pythia-6.9b  0.540545   \n",
-       "12                                  microsoft/phi-1_5  0.521636   \n",
-       "13                                    microsoft/phi-2  0.512182   \n",
-       "14                                    microsoft/phi-1  0.517636   \n",
-       "15                                    allenai/OLMo-7B  0.537818   \n",
-       "16  TinyLlama/TinyLlama-1.1B-intermediate-step-143...  0.529273   \n",
-       "17                 TinyLlama/TinyLlama-1.1B-Chat-v1.0  0.528909   \n",
-       "18                              RWKV/rwkv-5-world-1b5  0.578909   \n",
-       "19                               RWKV/rwkv-5-world-3b  0.590182   \n",
-       "20                               RWKV/rwkv-4-world-3b  0.575455   \n",
-       "21                              RWKV/rwkv-4-world-1b5  0.554000   \n",
-       "22                               RWKV/rwkv-4-world-7b  0.601455   \n",
-       "23                                RWKV/HF_v5-Eagle-7B  0.621818   \n",
-       "24      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
-       "25          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
-       "26                                  facebook/opt-2.7b  0.521818   \n",
-       "27                                  facebook/opt-6.7b  0.522909   \n",
-       "28                                  facebook/opt-1.3b  0.521818   \n",
-       "29                          tiiuae/falcon-7b-instruct  0.536727   \n",
-       "30                                tiiuae/falcon-rw-1b  0.522545   \n",
-       "31                                tiiuae/falcon-rw-7b  0.535818   \n",
-       "32                                   tiiuae/falcon-7b  0.559636   \n",
-       "33                                huggyllama/llama-7b  0.541818   \n",
-       "34                      meta-llama/Llama-2-7b-chat-hf  0.000000   \n",
-       "35                           meta-llama/Llama-2-7b-hf  0.566727   \n",
+       "0                           mistralai/Mistral-7B-v0.1  0.558727   \n",
+       "1                            mosaicml/mpt-7b-instruct  0.537091   \n",
+       "2                                     mosaicml/mpt-7b  0.536000   \n",
+       "3                                mosaicml/mpt-7b-chat  0.538000   \n",
+       "4                                bigscience/bloom-7b1  0.570909   \n",
+       "5                            bigscience/bloomz-7b1-mt  0.546000   \n",
+       "6                               bigscience/bloomz-7b1  0.547818   \n",
+       "7                              EleutherAI/pythia-2.8b  0.537455   \n",
+       "8                              EleutherAI/pythia-1.4b  0.526545   \n",
+       "9                                 EleutherAI/gpt-j-6b  0.544182   \n",
+       "10                             EleutherAI/pythia-6.9b  0.540545   \n",
+       "11                                    google/gemma-2b  0.520545   \n",
+       "12                                    google/gemma-7b  0.517636   \n",
+       "13                                  microsoft/phi-1_5  0.521636   \n",
+       "14                                    microsoft/phi-2  0.512182   \n",
+       "15                                    microsoft/phi-1  0.517636   \n",
+       "16                                    allenai/OLMo-7B  0.537818   \n",
+       "17  TinyLlama/TinyLlama-1.1B-intermediate-step-143...  0.529273   \n",
+       "18                 TinyLlama/TinyLlama-1.1B-Chat-v1.0  0.528909   \n",
+       "19                              RWKV/rwkv-5-world-1b5  0.578909   \n",
+       "20                               RWKV/rwkv-5-world-3b  0.590182   \n",
+       "21                               RWKV/rwkv-4-world-3b  0.575455   \n",
+       "22                              RWKV/rwkv-4-world-1b5  0.554000   \n",
+       "23                               RWKV/rwkv-4-world-7b  0.601455   \n",
+       "24                                RWKV/HF_v5-Eagle-7B  0.621818   \n",
+       "25          togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
+       "26      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
+       "27          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
+       "28                                  facebook/opt-2.7b  0.521818   \n",
+       "29                                  facebook/opt-6.7b  0.522909   \n",
+       "30                                  facebook/opt-1.3b  0.521818   \n",
+       "31                          tiiuae/falcon-7b-instruct  0.536727   \n",
+       "32                                tiiuae/falcon-rw-1b  0.522545   \n",
+       "33                                tiiuae/falcon-rw-7b  0.535818   \n",
+       "34                                   tiiuae/falcon-7b  0.559636   \n",
+       "35                                huggyllama/llama-7b  0.541818   \n",
+       "36                      meta-llama/Llama-2-7b-chat-hf  0.000000   \n",
+       "37                           meta-llama/Llama-2-7b-hf  0.566727   \n",
        "\n",
        "    avg_acc_stderr  xcopa (acc)  xcopa (acc_stderr)  \n",
-       "0         0.061359     0.570909            0.061359  \n",
-       "1         0.036407     0.525455            0.036407  \n",
-       "2         0.055164     0.558727            0.055164  \n",
-       "3         0.041919     0.537091            0.041919  \n",
-       "4         0.042339     0.536000            0.042339  \n",
-       "5         0.047059     0.538000            0.047059  \n",
-       "6         0.038321     0.546000            0.038321  \n",
-       "7         0.038920     0.547818            0.038920  \n",
-       "8         0.026941     0.537455            0.026941  \n",
-       "9         0.027441     0.526545            0.027441  \n",
-       "10        0.034404     0.544182            0.034404  \n",
-       "11        0.029689     0.540545            0.029689  \n",
-       "12        0.026198     0.521636            0.026198  \n",
-       "13        0.029742     0.512182            0.029742  \n",
-       "14        0.029612     0.517636            0.029612  \n",
-       "15        0.034147     0.537818            0.034147  \n",
-       "16        0.029316     0.529273            0.029316  \n",
-       "17        0.031702     0.528909            0.031702  \n",
-       "18        0.045103     0.578909            0.045103  \n",
-       "19        0.056241     0.590182            0.056241  \n",
-       "20        0.040977     0.575455            0.040977  \n",
-       "21        0.039406     0.554000            0.039406  \n",
-       "22        0.053116     0.601455            0.053116  \n",
-       "23        0.068986     0.621818            0.068986  \n",
-       "24        0.036470     0.528545            0.036470  \n",
-       "25        0.038723     0.535455            0.038723  \n",
-       "26        0.029821     0.521818            0.029821  \n",
-       "27        0.027216     0.522909            0.027216  \n",
-       "28        0.029112     0.521818            0.029112  \n",
-       "29        0.053430     0.536727            0.053430  \n",
-       "30        0.029446     0.522545            0.029446  \n",
-       "31        0.033185     0.535818            0.033185  \n",
-       "32        0.071650     0.559636            0.071650  \n",
-       "33        0.040718     0.541818            0.040718  \n",
-       "34        0.000000          NaN                 NaN  \n",
-       "35        0.052515     0.566727            0.052515  "
+       "0         0.055164     0.558727            0.055164  \n",
+       "1         0.041919     0.537091            0.041919  \n",
+       "2         0.042339     0.536000            0.042339  \n",
+       "3         0.047059     0.538000            0.047059  \n",
+       "4         0.061359     0.570909            0.061359  \n",
+       "5         0.038321     0.546000            0.038321  \n",
+       "6         0.038920     0.547818            0.038920  \n",
+       "7         0.026941     0.537455            0.026941  \n",
+       "8         0.027441     0.526545            0.027441  \n",
+       "9         0.034404     0.544182            0.034404  \n",
+       "10        0.029689     0.540545            0.029689  \n",
+       "11        0.025332     0.520545            0.025332  \n",
+       "12        0.027330     0.517636            0.027330  \n",
+       "13        0.026198     0.521636            0.026198  \n",
+       "14        0.029742     0.512182            0.029742  \n",
+       "15        0.029612     0.517636            0.029612  \n",
+       "16        0.034147     0.537818            0.034147  \n",
+       "17        0.029316     0.529273            0.029316  \n",
+       "18        0.031702     0.528909            0.031702  \n",
+       "19        0.045103     0.578909            0.045103  \n",
+       "20        0.056241     0.590182            0.056241  \n",
+       "21        0.040977     0.575455            0.040977  \n",
+       "22        0.039406     0.554000            0.039406  \n",
+       "23        0.053116     0.601455            0.053116  \n",
+       "24        0.068986     0.621818            0.068986  \n",
+       "25        0.036407     0.525455            0.036407  \n",
+       "26        0.036470     0.528545            0.036470  \n",
+       "27        0.038723     0.535455            0.038723  \n",
+       "28        0.029821     0.521818            0.029821  \n",
+       "29        0.027216     0.522909            0.027216  \n",
+       "30        0.029112     0.521818            0.029112  \n",
+       "31        0.053430     0.536727            0.053430  \n",
+       "32        0.029446     0.522545            0.029446  \n",
+       "33        0.033185     0.535818            0.033185  \n",
+       "34        0.071650     0.559636            0.071650  \n",
+       "35        0.040718     0.541818            0.040718  \n",
+       "36        0.000000          NaN                 NaN  \n",
+       "37        0.052515     0.566727            0.052515  "
       ]
      },
-     "execution_count": 56,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -783,23 +803,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "total 13600\n",
-      "-rw-r--r--@ 1 picocreator  staff   822K Feb 22 13:47 bf16-all-results-and-groups.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   750K Feb 22 13:47 bf16-eng-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    63K Feb 22 13:47 bf16-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    83K Feb 22 13:47 bf16-multilang-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    12K Feb 22 13:47 bf16-multilang-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   750K Feb 22 13:47 bf16-sorted-eng-results.csv\n",
-      "-rw-r--r--  1 picocreator  staff    63K Feb 22 13:47 bf16-sorted-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    12K Feb 22 13:47 bf16-sorted-multilang-summary.csv\n",
-      "-rw-r--r--  1 picocreator  staff   3.1M Feb 22 13:29 compiled-lm-eval-results.json\n"
+      "total 14648\n",
+      "-rw-r--r--@ 1 picocreator  staff   928K Feb 22 16:11 bf16-all-results-and-groups.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   853K Feb 22 16:11 bf16-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    72K Feb 22 16:11 bf16-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    88K Feb 22 16:11 bf16-multilang-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    12K Feb 22 16:11 bf16-multilang-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   853K Feb 22 16:11 bf16-sorted-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    72K Feb 22 16:11 bf16-sorted-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    12K Feb 22 16:11 bf16-sorted-multilang-summary.csv\n",
+      "-rw-r--r--  1 picocreator  staff   3.6M Feb 22 16:11 compiled-lm-eval-results.json\n"
      ]
     }
    ],

summary/bf16-all-results-and-groups.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:efe0cfb4d53f702527e397a867224e060d703e62ada1d2d30f27afb760285dcc
-size 891577
+oid sha256:79c0ed6dde13f302de5180898a26bca19bfd07b92c102f6738a9b1ca43ea44f0
+size 950167

summary/bf16-eng-results.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fc3e9d0ffb858e106041beda531bf2706383c0de773fe1da2acbaff57e83a56d
-size 814835
+oid sha256:08ca430e7b064b8cd9ab78e1b230876c16e06d56fddc1667c4f9f4536a0bbd7d
+size 873202

summary/bf16-eng-summary.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1a467d22e9de972f40c888cc1631a3e7b4f83205e42e81ff6948cf2605d8d67c
-size 68567
+oid sha256:8dd9cb40d54d8a894d80ee62df2159ad1ba604cbe29e1aecbfebca34b7734df3
+size 73735

summary/bf16-multilang-results.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f110f59474d5afc6d8a11983fdcd20305b5605a5841639c41832df2e5c936fab
-size 89501
+oid sha256:8f3aea105ff0beeab9995b22f2482012285a7e5fc0495995758860f6ec9487c8
+size 89719

summary/bf16-multilang-summary.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d7adebd6e470e37b90765af94f322d8c97cee6889dd95b89fa334d8d4232e787
+oid sha256:e555bbea7c320c1b9652c9e11d6437b2b0b0304c07897da81665b2d67d0790e5
 size 12705

summary/bf16-sorted-eng-results.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f96ad2ba65a1636ba52d86423e4fb8f56aea553f082bea17a0a3602a69f4b680
-size 814835
+oid sha256:b79009af2ddc22d099f765582e326c8079a58c272c959c9cb7abf1a7994bf214
+size 873202

summary/bf16-sorted-eng-summary.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:16fa216e0c759fe6485f1e74a79cd7aac1d764c4262f1f12cddc7208218c1cbe
-size 68567
+oid sha256:94202ac71713a7d332b71e73f4b6b57f41fe5d3598f36fc76bc29e14dc78fb73
+size 73735

summary/compiled-lm-eval-results.json

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9f6418312758cca1c72ff03bc08227542bb8a11bfac2db0d86de85ceed6c722d
-size 3506124
+oid sha256:7d2acccafdee4b14f1e4a897b57612cbc4a0ff551d1450f53908a89461314111
+size 3765842