diff --git "a/plot_eval_scores.ipynb" "b/plot_eval_scores.ipynb"
new file mode 100644--- /dev/null
+++ "b/plot_eval_scores.ipynb"
@@ -0,0 +1,12354 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ZF2ruR7koa27"
+   },
+   "source": [
+    "# Compare the eval scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "ktOHD34Yoa25"
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import json\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib import rc\n",
+    "%config InlineBackend.figure_formats = ['svg']\n",
+    "plt.style.use('seaborn-v0_8-darkgrid')\n",
+    "rc('font',**{'family':'serif','size':10})\n",
+    "rc('text', usetex=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ALL_SCORES = {\n",
+    "    'Llama-58M': {\n",
+    "        'qa_congruence_easy': 0.5,\n",
+    "        'island_effects': 0.5728699551569507,\n",
+    "        'irregular_forms': 0.7414758269720102,\n",
+    "        'npi_licensing': 0.5109322805952019,\n",
+    "        'turn_taking': 0.6392857142857142,\n",
+    "        'argument_structure': 0.7233268671193016,\n",
+    "        'hypernym': 0.4872093023255814,\n",
+    "        'qa_congruence_tricky': 0.32727272727272727,\n",
+    "        'determiner_noun_agreement': 0.8780164412622646,\n",
+    "        'binding': 0.711635500148412,\n",
+    "        'control_raising': 0.6752098983650022,\n",
+    "        'subject_verb_agreement': 0.7300813008130081,\n",
+    "        'subject_aux_inversion': 0.7740912417662844,\n",
+    "        'anaphor_agreement': 0.8701431492842536,\n",
+    "        'filler_gap': 0.7093059446000622,\n",
+    "        'quantifiers': 0.6421947449768161,\n",
+    "        'ellipsis': 0.6732101616628176,\n",
+    "        'zeroshot_average': 0.6568388856827299,\n",
+    "    },\n",
+    "    'Llama-360M': {\n",
+    "        'argument_structure': 0.73545101842871,\n",
+    "        'turn_taking': 0.6857142857142857,\n",
+    "        'determiner_noun_agreement': 0.8959162025987801,\n",
+    "        'hypernym': 0.4941860465116279,\n",
+    "        'control_raising': 0.6743261157755193,\n",
+    "        'anaphor_agreement': 0.876278118609407,\n",
+    "        'qa_congruence_easy': 0.53125,\n",
+    "        'subject_verb_agreement': 0.6971996386630533,\n",
+    "        'island_effects': 0.5044843049327354,\n",
+    "        'npi_licensing': 0.5734892195566352,\n",
+    "        'quantifiers': 0.5904173106646059,\n",
+    "        'filler_gap': 0.7060379707438531,\n",
+    "        'irregular_forms': 0.689058524173028,\n",
+    "        'ellipsis': 0.684757505773672,\n",
+    "        'subject_aux_inversion': 0.8433764332764089,\n",
+    "        'qa_congruence_tricky': 0.41818181818181815,\n",
+    "        'binding': 0.7209854556248145,\n",
+    "        'zeroshot_average': 0.665947645248762,\n",
+    "    },\n",
+    "    'GPT2-705M': {\n",
+    "        'subject_aux_inversion': 0.8172725054891437,\n",
+    "        'island_effects': 0.515695067264574,\n",
+    "        'turn_taking': 0.6571428571428571,\n",
+    "        'argument_structure': 0.7348448108632396,\n",
+    "        'hypernym': 0.49186046511627907,\n",
+    "        'subject_verb_agreement': 0.6751580849141825,\n",
+    "        'irregular_forms': 0.8305343511450382,\n",
+    "        'qa_congruence_easy': 0.5625,\n",
+    "        'determiner_noun_agreement': 0.8741713073455317,\n",
+    "        'quantifiers': 0.6983513652756311,\n",
+    "        'npi_licensing': 0.5050106286061342,\n",
+    "        'binding': 0.7151973879489463,\n",
+    "        'ellipsis': 0.6991916859122402,\n",
+    "        'qa_congruence_tricky': 0.45454545454545453,\n",
+    "        'filler_gap': 0.7023031434796141,\n",
+    "        'control_raising': 0.6840477242598321,\n",
+    "        'anaphor_agreement': 0.8962167689161554,\n",
+    "        'zeroshot_average': 0.6772966828367561,\n",
+    "    },\n",
+    "    'Baby-Llama-58M-distilled': {\n",
+    "        'irregular_forms': 0.9307888040712469,\n",
+    "        'quantifiers': 0.732612055641422,\n",
+    "        'binding': 0.7273671712674384,\n",
+    "        'hypernym': 0.4930232558139535,\n",
+    "        'qa_congruence_tricky': 0.41818181818181815,\n",
+    "        'island_effects': 0.5123318385650224,\n",
+    "        'filler_gap': 0.7183317771553066,\n",
+    "        'determiner_noun_agreement': 0.9081145584725537,\n",
+    "        'npi_licensing': 0.5646826601882782,\n",
+    "        'anaphor_agreement': 0.8982617586912065,\n",
+    "        'turn_taking': 0.6607142857142857,\n",
+    "        'ellipsis': 0.733256351039261,\n",
+    "        'argument_structure': 0.7314500484966052,\n",
+    "        'qa_congruence_easy': 0.515625,\n",
+    "        'subject_verb_agreement': 0.7542908762420958,\n",
+    "        'subject_aux_inversion': 0.8850939253476457,\n",
+    "        'control_raising': 0.6749889527176315,\n",
+    "        'zeroshot_average': 0.6975950080944572,\n",
+    "        'cola': 0.7046123743057251,\n",
+    "        'sst2': 0.8720472455024719,\n",
+    "        'mrpc': 0.8200000000000001,\n",
+    "        'qqp': 0.8295147660946076,\n",
+    "        'mnli': 0.7285888195037842,\n",
+    "        'mnli-mm': 0.7369509935379028,\n",
+    "        'qnli': 0.8114610910415649,\n",
+    "        'rte': 0.6161616444587708,\n",
+    "        'boolq': 0.6721991896629333,\n",
+    "        'multirc': 0.5892661809921265,\n",
+    "        'wsc': 0.6144578456878662,\n",
+    "        'main_verb_control': 0.9990825653076172,\n",
+    "        'control_raising_control': 0.9362576603889465,\n",
+    "        'syntactic_category_control': 0.9431824684143066,\n",
+    "        'lexical_content_the_control': 0.9777472615242004,\n",
+    "        'relative_position_control': 0.9976232647895813,\n",
+    "        'main_verb_lexical_content_the': 0.6731526255607605,\n",
+    "        'main_verb_relative_token_position': 0.6802076697349548,\n",
+    "        'syntactic_category_lexical_content_the': 0.9469174146652222,\n",
+    "        'syntactic_category_relative_position': 0.7421950697898865,\n",
+    "        'control_raising_lexical_content_the': 0.7405232191085815,\n",
+    "        'control_raising_relative_token_position': 0.671150803565979,\n",
+    "    },\n",
+    "    'Ensemble-of-teachers': {\n",
+    "        'npi_licensing': 0.5508654722137868,\n",
+    "        'determiner_noun_agreement': 0.8976398833200743,\n",
+    "        'control_raising': 0.6767565178965974,\n",
+    "        'turn_taking': 0.6642857142857143,\n",
+    "        'subject_aux_inversion': 0.8453281288119053,\n",
+    "        'quantifiers': 0.6460587326120556,\n",
+    "        'island_effects': 0.507473841554559,\n",
+    "        'irregular_forms': 0.833587786259542,\n",
+    "        'qa_congruence_tricky': 0.4303030303030303,\n",
+    "        'binding': 0.7221727515583259,\n",
+    "        'argument_structure': 0.7526673132880698,\n",
+    "        'qa_congruence_easy': 0.5,\n",
+    "        'subject_verb_agreement': 0.7029810298102981,\n",
+    "        'hypernym': 0.5011627906976744,\n",
+    "        'anaphor_agreement': 0.8957055214723927,\n",
+    "        'ellipsis': 0.7165127020785219,\n",
+    "        'filler_gap': 0.7108621226268285,\n",
+    "        'zeroshot_average': 0.6796684316934927,\n",
+    "    }, \n",
+    "    'OPT-125M': {\n",
+    "        'anaphor_agreement': 0.638,\n",
+    "        'argument_structure': 0.706,\n",
+    "        'binding': 0.671,\n",
+    "        'control_raising': 0.665,\n",
+    "        'determiner_noun_agreement': 0.785,\n",
+    "        'ellipsis': 0.620,\n",
+    "        'filler_gap': 0.638,\n",
+    "        'irregular_forms': 0.675,\n",
+    "        'island_effects': 0.486,\n",
+    "        'npi_licensing': 0.467,\n",
+    "        'quantifiers': 0.596,\n",
+    "        'subject_verb_agreement': 0.569,\n",
+    "        'hypernym': 0.500,\n",
+    "        'qa_congruence_easy': 0.547,\n",
+    "        'qa_congruence_tricky': 0.315,\n",
+    "        'subject_aux_inversion': 0.803,\n",
+    "        'turn_taking': 0.571,\n",
+    "        'zeroshot_average': 0.6030588235294118,\n",
+    "        'cola': 0.646,\n",
+    "        'sst2': 0.819,\n",
+    "        'mrpc': 0.725,\n",
+    "        'qqp': 0.604,\n",
+    "        'mnli': 0.576,\n",
+    "        'mnli-mm': 0.600,\n",
+    "        'qnli': 0.615,\n",
+    "        'rte': 0.600,\n",
+    "        'boolq': 0.633,\n",
+    "        'multirc': 0.552,\n",
+    "        'wsc': 0.602,\n",
+    "        'control_raising_control': 0.864,\n",
+    "        'lexical_content_the_control': 0.861,\n",
+    "        'main_verb_control': 0.998,\n",
+    "        'relative_position_control': 1.000,\n",
+    "        'syntactic_category_control': 0.943,\n",
+    "        'control_raising_lexical_content_the': 0.665,\n",
+    "        'control_raising_relative_token_position': 0.670,\n",
+    "        'main_verb_lexical_content_the': 0.665,\n",
+    "        'main_verb_relative_token_position': 0.676,\n",
+    "        'syntactic_category_lexical_content_the': 0.802,\n",
+    "        'syntactic_category_relative_position': 0.675,\n",
+    "    },\n",
+    "    'RoBERTa-base': {\n",
+    "        'anaphor_agreement': 0.815,\n",
+    "        'argument_structure': 0.671,\n",
+    "        'binding': 0.673,\n",
+    "        'control_raising': 0.679,\n",
+    "        'determiner_noun_agreement': 0.908,\n",
+    "        'ellipsis': 0.764,\n",
+    "        'filler_gap': 0.635,\n",
+    "        'irregular_forms': 0.874,\n",
+    "        'island_effects': 0.399,\n",
+    "        'npi_licensing': 0.559,\n",
+    "        'quantifiers': 0.705,\n",
+    "        'subject_verb_agreement': 0.654,\n",
+    "        'hypernym': 0.494,\n",
+    "        'qa_congruence_easy': 0.313,\n",
+    "        'qa_congruence_tricky': 0.321,\n",
+    "        'subject_aux_inversion': 0.717,\n",
+    "        'turn_taking': 0.532,\n",
+    "        'zeroshot_average': 0.6301764705882353,\n",
+    "        'cola': 0.708,\n",
+    "        'sst2': 0.870,\n",
+    "        'mrpc': 0.792,\n",
+    "        'qqp': 0.737,\n",
+    "        'mnli': 0.732,\n",
+    "        'mnli-mm': 0.740,\n",
+    "        'qnli': 0.770,\n",
+    "        'rte': 0.616,\n",
+    "        'boolq': 0.663,\n",
+    "        'multirc': 0.614,\n",
+    "        'wsc': 0.614,\n",
+    "        'control_raising_control': 0.841,\n",
+    "        'lexical_content_the_control': 1.000,\n",
+    "        'main_verb_control': 0.994,\n",
+    "        'relative_position_control': 0.935,\n",
+    "        'syntactic_category_control': 0.964,\n",
+    "        'control_raising_lexical_content_the': 0.677,\n",
+    "        'control_raising_relative_token_position': 0.686,\n",
+    "        'main_verb_lexical_content_the': 0.667,\n",
+    "        'main_verb_relative_token_position': 0.686,\n",
+    "        'syntactic_category_lexical_content_the': 0.842,\n",
+    "        'syntactic_category_relative_position': 0.657,\n",
+    "    },\n",
+    "    'T5-base': {\n",
+    "        'anaphor_agreement': 0.689,\n",
+    "        'argument_structure': 0.638,\n",
+    "        'binding': 0.604,\n",
+    "        'control_raising': 0.609,\n",
+    "        'determiner_noun_agreement': 0.722,\n",
+    "        'ellipsis': 0.344,\n",
+    "        'filler_gap': 0.482,\n",
+    "        'irregular_forms': 0.776,\n",
+    "        'island_effects': 0.456,\n",
+    "        'npi_licensing': 0.478,\n",
+    "        'quantifiers': 0.612,\n",
+    "        'subject_verb_agreement': 0.650,\n",
+    "        'hypernym': 0.480,\n",
+    "        'qa_congruence_easy': 0.406,\n",
+    "        'qa_congruence_tricky': 0.212,\n",
+    "        'subject_aux_inversion': 0.649,\n",
+    "        'turn_taking': 0.450,\n",
+    "        'zeroshot_average': 0.5445294117647057,\n",
+    "        'cola': 0.612,\n",
+    "        'sst2': 0.781,\n",
+    "        'mrpc': 0.805,\n",
+    "        'qqp': 0.662,\n",
+    "        'mnli': 0.480,\n",
+    "        'mnli-mm': 0.503,\n",
+    "        'qnli': 0.620,\n",
+    "        'rte': 0.494,\n",
+    "        'boolq': 0.660,\n",
+    "        'multirc': 0.471,\n",
+    "        'wsc': 0.614,\n",
+    "        'control_raising_control': 0.784,\n",
+    "        'lexical_content_the_control': 1.000,\n",
+    "        'main_verb_control': 0.727,\n",
+    "        'relative_position_control': 0.955,\n",
+    "        'syntactic_category_control': 0.944,\n",
+    "        'control_raising_lexical_content_the': 0.667,\n",
+    "        'control_raising_relative_token_position': 0.697,\n",
+    "        'main_verb_lexical_content_the': 0.666,\n",
+    "        'main_verb_relative_token_position': 0.669,\n",
+    "        'syntactic_category_lexical_content_the': 0.736,\n",
+    "        'syntactic_category_relative_position': 0.678,\n",
+    "    },\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BLIMP_EVAL_NAMES = {\n",
+    "    'anaphor_agreement': 'Anaphor Agr.',\n",
+    "    'argument_structure': 'Arg. Structure',\n",
+    "    'binding': 'Binding',\n",
+    "    'control_raising': 'Control/Raising',\n",
+    "    'determiner_noun_agreement': 'Det.-Noun Agr.',\n",
+    "    'ellipsis': 'Ellipsis',\n",
+    "    'filler_gap': 'Filler-Gap',\n",
+    "    'irregular_forms': 'Irregular Forms',\n",
+    "    'island_effects': 'Island Effects',\n",
+    "    'npi_licensing': 'NPI Licensing',\n",
+    "    'quantifiers': 'Quantifiers',\n",
+    "    'subject_verb_agreement': 'Subj.-Verb Agr.',\n",
+    "}\n",
+    "\n",
+    "BLIMP_SUPPLEMENTARY_EVAL_NAMES = {\n",
+    "    'hypernym': 'Hypernym',\n",
+    "    'qa_congruence_easy': 'QA Congruence (easy)',\n",
+    "    'qa_congruence_tricky': 'QA Congruence (tricky)',\n",
+    "    'subject_aux_inversion': 'Subj.-Aux. Inversion',\n",
+    "    'turn_taking': 'Turn Taking',\n",
+    "}\n",
+    "\n",
+    "SUPERGLUE_EVAL_NAMES = {\n",
+    "    'cola': 'CoLA',\n",
+    "    'sst2': 'SST-2',\n",
+    "    'mrpc': r'MRPC ($F_1$)',\n",
+    "    'qqp': r'QQP ($F_1$)',\n",
+    "    'mnli': 'MNLI',\n",
+    "    'mnli-mm': 'MNLI-mm',\n",
+    "    'qnli': 'QNLI',\n",
+    "    'rte': 'RTE',\n",
+    "    'boolq': 'BoolQ',\n",
+    "    'multirc': 'MultiRC',\n",
+    "    'wsc': 'WSC',\n",
+    "}\n",
+    "\n",
+    "MSGS_EVAL_NAMES = {\n",
+    "    'control_raising_control': 'CR (Control)',\n",
+    "    'lexical_content_the_control': 'LC (Control)',\n",
+    "    'main_verb_control': 'MV (Control)',\n",
+    "    'relative_position_control': 'RP (Control)',\n",
+    "    'syntactic_category_control': 'SC (Control)',\n",
+    "    'control_raising_lexical_content_the': r'CR\\_LC',\n",
+    "    'control_raising_relative_token_position': r'CR\\_RTP',\n",
+    "    'main_verb_lexical_content_the': r'MV\\_LC',\n",
+    "    'main_verb_relative_token_position': r'MV\\_RTP',\n",
+    "    'syntactic_category_lexical_content_the': r'SC\\_LC',\n",
+    "    'syntactic_category_relative_position': r'SC\\_RP',\n",
+    "}\n",
+    "\n",
+    "MODEL_STYLES_DISTIL = {\n",
+    "    'Llama-58M': {\n",
+    "        'label': 'LLaMA (58M)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:cyan',\n",
+    "            'linestyle': ':',\n",
+    "        },\n",
+    "    },\n",
+    "    'Llama-360M': {\n",
+    "        'label': 'LLaMA (360M)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:orange',\n",
+    "            'linestyle': '--',\n",
+    "        },\n",
+    "    },\n",
+    "    'GPT2-705M': {\n",
+    "        'label': 'GPT-2 (705M)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:purple',\n",
+    "            'linestyle': '-.',\n",
+    "        },\n",
+    "    },\n",
+    "    'Ensemble-of-teachers': {\n",
+    "        'label': 'Ensemble of teachers',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:brown',\n",
+    "            'linestyle': (0, (3, 1, 1, 1, 1, 1)),\n",
+    "        },\n",
+    "    },\n",
+    "    'Baby-Llama-58M-distilled': {\n",
+    "        'label': 'Baby Llama',\n",
+    "        'sty': {\n",
+    "            'color': 'black',\n",
+    "            'linestyle': '-',\n",
+    "        },\n",
+    "    },\n",
+    "}\n",
+    "\n",
+    "MODEL_STYLES_BASELINE = {\n",
+    "    'OPT-125M': {\n",
+    "        'label': 'OPT (125M)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:blue',\n",
+    "            'linestyle': ':',\n",
+    "        },\n",
+    "    },\n",
+    "    'RoBERTa-base': {\n",
+    "        'label': 'RoBERTa (base)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:red',\n",
+    "            'linestyle': '--',\n",
+    "        },\n",
+    "    },\n",
+    "    'T5-base': {\n",
+    "        'label': 'T5 (base)',\n",
+    "        'sty': {\n",
+    "            'color': 'tab:green',\n",
+    "            'linestyle': '-.',\n",
+    "        },\n",
+    "    },\n",
+    "    'Baby-Llama-58M-distilled': {\n",
+    "        'label': 'Baby Llama',\n",
+    "        'sty': {\n",
+    "            'color': 'black',\n",
+    "            'linestyle': '-',\n",
+    "        },\n",
+    "    },\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "id": "JQXvlgHKoa27"
+   },
+   "outputs": [],
+   "source": [
+    "def plot_scores(ax, all_scores, eval_names, model_styles, ylim, title, ylab=None, legend=False, legend_kw=dict()):\n",
+    "\n",
+    "    model_names = list(all_scores.keys())\n",
+    "    x = range(len(eval_names))\n",
+    "\n",
+    "    best_scores = dict()\n",
+    "    for eval in eval_names.keys():\n",
+    "        best_scores[eval] = float('-inf')\n",
+    "        for model in model_styles.keys():\n",
+    "            best_scores[eval] = max(best_scores[eval], all_scores[model].get(eval, float('-inf')))\n",
+    "\n",
+    "    sorted_evals = [first for (first, second) in sorted(best_scores.items(), key=lambda x: x[1], reverse=True)]\n",
+    "    sorted_eval_names = [eval_names[eval] for eval in sorted_evals]\n",
+    "\n",
+    "    for model_name in model_styles.keys():\n",
+    "        scores = [all_scores[model_name].get(test, None) for test in sorted_evals]\n",
+    "        props = model_styles[model_name]\n",
+    "        ax.plot(x, scores, marker='_', label=props['label'],\n",
+    "                markersize=9, markeredgewidth=1.5, linewidth=1, clip_on=False, **props['sty'])\n",
+    "        \n",
+    "    ax.set_xticks(x, sorted_eval_names, rotation=60, ha='right', rotation_mode='anchor')\n",
+    "    ax.set_xlim((-0.5, len(x)-0.5))\n",
+    "    ax.set_ylim(ylim)\n",
+    "    ax.grid(True, which='both', axis='y')  # Adds major and minor gridlines\n",
+    "    if ylab is not None:\n",
+    "        ax.set_ylabel(ylab)\n",
+    "    if legend:\n",
+    "        ax.legend(**legend_kw)\n",
+    "    if title is not None:\n",
+    "        ax.set_title(title)\n",
+    "\n",
+    "def plot_average_score(ax, all_scores, model_styles, ylim, which_average='zeroshot_average', label='Zero-shot average', title=None):\n",
+    "    \n",
+    "    for (i, model_name) in enumerate(model_styles.keys()):\n",
+    "        props = model_styles[model_name]\n",
+    "        offset = i / (len(all_scores) - 1) - 0.5\n",
+    "        ax.plot([offset*0.5], [all_scores[model_name].get(which_average, None)], marker='_',\n",
+    "                       markersize=9, markeredgewidth=1.5, linewidth=1, clip_on=False, **props['sty'])\n",
+    "    \n",
+    "    ax.set_ylim(ylim)\n",
+    "    ax.grid(True, which='both', axis='y')  # Adds major and minor gridlines\n",
+    "    ax.set_xlim((-0.5, +0.5))\n",
+    "    ax.set_xticks([0], [label], rotation=60, ha='right', rotation_mode='anchor')\n",
+    "    if title is not None:\n",
+    "        ax.set_title(title)\n",
+    "\n",
+    "def plot_zeroshot_scores(all_scores, model_styles, figsize=(8,3), ylim=(None,None), title=None, legend_kw=dict()):\n",
+    "\n",
+    "    fig, axs = plt.subplots(1, 3, width_ratios=[len(BLIMP_EVAL_NAMES), len(BLIMP_SUPPLEMENTARY_EVAL_NAMES), 1],\n",
+    "                            sharey=True, figsize=figsize)\n",
+    "    fig.subplots_adjust(wspace=0.05)\n",
+    "\n",
+    "    plot_scores(axs[0], all_scores, BLIMP_EVAL_NAMES, model_styles, ylim=ylim, title='BLiMP', legend=True, ylab='Accuracy', legend_kw=legend_kw)\n",
+    "    plot_scores(axs[1], all_scores, BLIMP_SUPPLEMENTARY_EVAL_NAMES, model_styles, ylim=ylim, title='BLiMP Suppl.')\n",
+    "    plot_average_score(axs[2], all_scores, model_styles, ylim=ylim, title='Avg.')\n",
+    "\n",
+    "    if title is not None:\n",
+    "        fig.suptitle(title, y=1.05)\n",
+    "\n",
+    "    return fig, axs\n",
+    "\n",
+    "def plot_fine_tuning_scores(all_scores, model_styles, figsize=(8,3), ylim=(None,None), title=None, legend_kw=dict()):\n",
+    "\n",
+    "    fig, axs = plt.subplots(1, 2, width_ratios=[len(SUPERGLUE_EVAL_NAMES), len(MSGS_EVAL_NAMES)],\n",
+    "                            sharey=True, figsize=figsize)\n",
+    "    fig.subplots_adjust(wspace=0.05)\n",
+    "\n",
+    "    plot_scores(axs[0], all_scores, SUPERGLUE_EVAL_NAMES, model_styles, ylim=ylim, title='(Super)GLUE', legend=True, ylab=r'Accuracy (or $F_1$)', legend_kw=legend_kw)\n",
+    "    plot_scores(axs[1], all_scores, MSGS_EVAL_NAMES, model_styles, ylim=ylim, title='MSGS')\n",
+    "\n",
+    "    if title is not None:\n",
+    "        fig.suptitle(title, y=1.05)\n",
+    "\n",
+    "    return fig, axs\n",
+    "\n",
+    "def plot_SuperGLUE_scores(all_scores, model_styles, figsize=(3.4,3), ylim=(None,None), legend_kw=dict()):\n",
+    "    fig, ax = plt.subplots(figsize=figsize)\n",
+    "    plot_scores(ax, all_scores, SUPERGLUE_EVAL_NAMES, model_styles, ylim=ylim, title='(Super)GLUE', legend=True, ylab=r'Accuracy (or $F_1$)', legend_kw=legend_kw)\n",
+    "    return fig, ax\n",
+    "\n",
+    "def plot_MSGS_scores(all_scores, model_styles, figsize=(3.4,3), ylim=(None,None), legend_kw=dict()):\n",
+    "    fig, ax = plt.subplots(figsize=figsize)\n",
+    "    plot_scores(ax, all_scores, MSGS_EVAL_NAMES, model_styles, ylim=ylim, title='MSGS', legend=True, ylab='Accuracy', legend_kw=legend_kw)\n",
+    "    return fig, ax"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Zero-shot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Comparison with non-distilled and teacher models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1079f7290>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/svg+xml": [
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+   "source": [
+    "fig, axs = plot_zeroshot_scores(ALL_SCORES, MODEL_STYLES_DISTIL, figsize=(7,2.6), ylim=(0.3, 1),\n",
+    "                                title=r'Zero-shot performance vs.\\ non-distilled and teacher models', legend_kw={'loc': 'lower left', 'ncols': 2})\n",
+    "h, l = axs[0].get_legend_handles_labels()\n",
+    "h.insert(3, plt.plot([], [], color=(0, 0, 0, 0), label=\" \")[0])\n",
+    "l.insert(3, '')\n",
+    "axs[0].legend(h, l, **{'loc': 'lower left', 'ncols': 2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig('../plots/zeroshot-distil.pdf', bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Comparison with baselines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 700x330 with 3 Axes>"
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+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, _ = plot_zeroshot_scores(ALL_SCORES, MODEL_STYLES_BASELINE, figsize=(7,3.3), ylim=(0.15, 1),\n",
+    "                              title=r'Zero-shot performance vs.\\ baselines', legend_kw={'loc': 'lower center', 'ncols': 2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig('../plots/zeroshot-vs-baselines.pdf', bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fine-tuning"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### All scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
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+      ],
+      "text/plain": [
+       "<Figure size 700x300 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, _ = plot_fine_tuning_scores(ALL_SCORES, MODEL_STYLES_BASELINE, figsize=(7,3), ylim=(0.4, 1.),\n",
+    "                                 title=r'Fine-tuning performance vs.\\ baselines')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig('../plots/finetuning-all.pdf', bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### (Super)GLUE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 340x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, _ = plot_SuperGLUE_scores(ALL_SCORES, MODEL_STYLES_BASELINE, ylim=(0.4, 1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig('../plots/superglue.pdf', bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### MSGS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
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+       "<Figure size 340x275 with 1 Axes>"
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+   "source": [
+    "fig, _ = plot_MSGS_scores(ALL_SCORES, MODEL_STYLES_BASELINE, ylim=(0.45, 1), figsize=(3.4,2.75))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig('../plots/msgs.pdf', bbox_inches='tight')"
+   ]
+  }
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