diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 8372ad9..7f636b0 100644
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+ system:0.08097285777330399  government:0.03710659593343735  Government:0.031401511281728745  form:0.027658509090542793  constitution:0.025421379134058952
+ foundations:0.16827444732189178  foundation:0.1046423465013504  ground:0.0118320407345891  first:0.011115767993032932  groundwork:0.010067727416753769
+ to:0.24935223162174225  and:0.17518039047718048  as:0.06970161944627762  or:0.04496876895427704  for:0.04250028356909752
+s:0.05619760975241661  is:0.045998916029930115  of:0.01520857959985733  The:0.01414894312620163  will:0.011226516216993332
+ thrown:0.055360257625579834  now:0.043460723012685776  often:0.025331079959869385  soon:0.020204022526741028  not:0.01891862228512764
+ the:0.3353937268257141  and:0.1945832371711731  but:0.1778414398431778  or:0.046526696532964706  which:0.01951555348932743
+ is:0.24986116588115692  was:0.07307746261358261  record:0.04101588949561119  d:0.030830543488264084  has:0.02125929296016693
+ were:0.1586294174194336  had:0.10327175259590149 ,:0.03480879217386246  died:0.030177636072039604  and:0.023387711495161057
+ the:0.16194245219230652  which:0.08866777271032333  a:0.07974366843700409  this:0.044770725071430206 -:0.03247329965233803
+ state:0.17695879936218262  normal:0.08168298006057739  condition:0.07133490592241287  healthy:0.05618996545672417  health:0.03000573068857193
+ see:0.2624366283416748  know:0.11764145642518997  hear:0.08729574084281921  be:0.048347778618335724  have:0.037718843668699265
+ia:0.21154773235321045 ix:0.03779979422688484 ive:0.03737088665366173 ik:0.03205060586333275 ili:0.0319516658782959
+ himself:0.14836545288562775  in:0.10732526332139969  them:0.0768037959933281 .:0.07616426050662994  his:0.046082258224487305
+ day:0.4973837733268738  month:0.1846742480993271  year:0.11319095641374588  week:0.09692931920289993  season:0.014650784432888031
+ia:0.3823615312576294 ik:0.04296790435910225 ix:0.03291373699903488 ili:0.030065396800637245 ich:0.02346699684858322
diff --git a/lab12.ipynb b/lab12.ipynb
index 200e4a8..f6141ee 100644
--- a/lab12.ipynb
+++ b/lab12.ipynb
@@ -12,8 +12,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
             "Collecting transformers\n",
@@ -72,8 +72,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Cloning into 'challenging-america-word-gap-prediction'...\n",
             "remote: Wymienianie obiektów: 27, gotowe.\u001b[K\n",
@@ -132,8 +132,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "/content/challenging-america-word-gap-prediction\n"
           ]
@@ -145,54 +145,26 @@
     },
     {
       "cell_type": "code",
-      "source": [
-        "\n",
-        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
-      ],
+      "execution_count": 28,
       "metadata": {
         "id": "PCA7Ank2dnwM"
       },
-      "execution_count": 28,
-      "outputs": []
+      "outputs": [],
+      "source": [
+        "\n",
+        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
+      ]
     },
     {
       "cell_type": "code",
-      "source": [
-        "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")\n",
-        "model = GPT2LMHeadModel.from_pretrained(\"gpt2\").to(device)"
-      ],
+      "execution_count": 32,
       "metadata": {
         "id": "U0kG_W5AY7uE"
       },
-      "execution_count": 32,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 33,
-      "metadata": {
-        "id": "F4MXeKLxMQ4N"
-      },
       "outputs": [],
       "source": [
-        "def prediction(word: str) -> str:\n",
-        "    left_context =tokenizer.encode(word, return_tensors=\"pt\").to(device)\n",
-        "    out = model(left_context)\n",
-        "    prob_dist=torch.softmax(out[0][-1],dim=1)\n",
-        "    values,index  =prob_dist.topk(5)\n",
-        "    token = [] \n",
-        "    for x in index[-1]:\n",
-        "      token.append(tokenizer.decode(x))\n",
-        "    zipped = list(zip(values[-1], token))\n",
-        "    for index, element in enumerate(zipped):\n",
-        "        unk = None\n",
-        "        if '<unk>' in element:\n",
-        "            unk = zipped.pop(index)\n",
-        "            zipped.append(('', unk[1]))\n",
-        "            break\n",
-        "    if unk is None:\n",
-        "        zipped[-1] = ('', zipped[-1][1])\n",
-        "    return ' '.join([f'{x[0]}:{x[1]}' for x in zipped])"
+        "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2-medium\")\n",
+        "model = GPT2LMHeadModel.from_pretrained(\"gpt2-medium\").to(device)"
       ]
     },
     {
@@ -206,11 +178,20 @@
         "def create_outputs(folder_name):\n",
         "    print(f'Creating outputs in {folder_name}')\n",
         "    with lzma.open(f'{folder_name}/in.tsv.xz', mode='rt', encoding='utf-8') as fid:\n",
-        "        with open(f'{folder_name}/out.tsv', 'w', encoding='utf-8', newline='\\n') as f:\n",
+        "        with open(f'{folder_name}/out-{folder_name}.tsv', 'w', encoding='utf-8', newline='\\n') as f:\n",
         "            for line in fid:\n",
         "                separated = line.split('\\t')\n",
-        "                prefix = separated[6].replace(r'\\n', ' ').split()[-1]\n",
-        "                output_line = prediction(prefix)\n",
+        "                prefix = separated[6].replace(r'\\n', ' ')\n",
+        "                left_context =tokenizer.encode(prefix, return_tensors=\"pt\").to(device)\n",
+        "                out = model(left_context)\n",
+        "                prob_dist=torch.softmax(out[0][0][-1],dim=0)\n",
+        "                values,index  =prob_dist.topk(5)\n",
+        "                token = [] \n",
+        "                for x in index:\n",
+        "                  token.append(tokenizer.decode(x))\n",
+        "\n",
+        "                zipped = list(zip(values, token))\n",
+        "                output_line = ' '.join([f'{x[1]}:{x[0]}' for x in zipped])\n",
         "                f.write(output_line + '\\n')"
       ]
     },
@@ -226,8 +207,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Creating outputs in dev-0\n",
             "Creating outputs in test-A\n"
@@ -238,191 +219,6 @@
         "create_outputs('dev-0')\n",
         "create_outputs('test-A')"
       ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "YCGOd41pzfAC"
-      },
-      "outputs": [],
-      "source": [
-        "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")\n",
-        "model = GPT2LMHeadModel.from_pretrained(\"gpt2\")\n",
-        "def get_words_from_line(line):\n",
-        "  line = line.rstrip()\n",
-        "  yield '<s>'\n",
-        "  for t in line.split():\n",
-        "    yield t\n",
-        "  yield '</s>'\n",
-        "\n",
-        "\n",
-        "def get_word_lines_from_file(file_name):\n",
-        "  with lzma.open(file_name, encoding='utf8', mode=\"rt\") as fh:\n",
-        "    for line in fh:\n",
-        "      pattern = r'\\^\\^|\\n|\\\\|[<>]|[()]'\n",
-        "      line = re.sub(pattern, '', line)\n",
-        "      yield line\n",
-        "\n",
-        "for line in get_word_lines_from_file(\"train/in.tsv.xz\"):\n",
-        "    # line = line.strip('\\n')\n",
-        "    # fields = line.split(\"\\t\")\n",
-        "    # print(line)\n",
-        "    left_context = str(line)\n",
-        "    input_ids = tokenizer.encode(left_context, return_tensors=\"pt\")\n",
-        "    # print(input_ids)\n",
-        "    output = model(input_ids)\n",
-        "    # print(output[0].shape())\n",
-        "    prob_dist=torch.softmax(output[0][-1],dim=1)\n",
-        "    values,index  =prob_dist.topk(20) \n",
-        "    print(left_context[-100:])\n",
-        "    print(values.size())\n",
-        "    print(index.size())\n",
-        "    break\n",
-        "    for x,indx in zip(values,index):\n",
-        "      for i in range(20):\n",
-        "        token = tokenizer.decode(indx[i])\n",
-        "        print(f'{x[i]} {indx[i]} {token}')\n",
-        "      print('-------------------------')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "01zkM5giNUR3"
-      },
-      "outputs": [],
-      "source": [
-        "\n",
-        "# line = line.strip('\\n')\n",
-        "# fields = line.split(\"\\t\")\n",
-        "# print(line)\n",
-        "left_context = \"he\"\n",
-        "input_ids = tokenizer.encode(left_context, return_tensors=\"pt\")\n",
-        "# print(input_ids)\n",
-        "output = model(input_ids)\n",
-        "# print(output[0].shape())\n",
-        "prob_dist=torch.softmax(output[0][-1],dim=1)\n",
-        "values,index  =prob_dist.topk(5) \n",
-        "token = []\n",
-        "for x in index[-1]:\n",
-        "      token.append(tokenizer.decode(x))\n",
-        "      # print(token)\n",
-        "for x,token in zip(values[-1],token):\n",
-        "      # token = tokenizer.decode(indx)\n",
-        "      print(f'{x}  {token}')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "lDc9Nw40C3dr"
-      },
-      "outputs": [],
-      "source": [
-        "for line in get_word_lines_from_file(\"dev-0/in.tsv.xz\"):\n",
-        "    # line = line.strip('\\n')\n",
-        "    # fields = line.split(\"\\t\")\n",
-        "    # print(line)\n",
-        "    left_context = str(line)\n",
-        "    input_ids = tokenizer.encode(left_context, return_tensors=\"pt\")\n",
-        "    # print(input_ids)\n",
-        "    output = model(input_ids)\n",
-        "    # print(output[0].shape())\n",
-        "    prob_dist=torch.softmax(output[0][-1],dim=1)\n",
-        "    values,index  =prob_dist.topk(20) \n",
-        "    print(left_context[-100:])\n",
-        "    # print(values.size())\n",
-        "    # print(index.size())\n",
-        "    # print(values[])\n",
-        "    # break\n",
-        "    for x,indx in zip(values[-1],index[-1]):\n",
-        "        token = tokenizer.decode(indx)\n",
-        "        print(f'{x} {indx} {token}')\n",
-        "    print('-------------------------')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "si7wLC2Tx-kg"
-      },
-      "outputs": [],
-      "source": [
-        "token = tokenizer.decode(256  )\n",
-        "print(token)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "lJoE0Cwz0JCM"
-      },
-      "outputs": [],
-      "source": [
-        "top_indices[0]"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "tgmT1vG20U_1"
-      },
-      "outputs": [],
-      "source": [
-        "top_probs[0]"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "U9GVSAZz4SlW"
-      },
-      "outputs": [],
-      "source": [
-        "top  =prob_dist.topk(20) \n",
-        "top_indices = top.indices.tolist()\n",
-        "top_probs = top.values.tolist()\n",
-        "top_words = tokenizer.decode(top_indices)\n",
-        "print(top_words,'\\n',top_indices,'\\n',top_probs)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "8_WSZ_v99xSH"
-      },
-      "outputs": [],
-      "source": [
-        "print(index[1])"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "OAiJNMNMwNNg"
-      },
-      "outputs": [],
-      "source": [
-        "print(prob_dist.topk(2)[0].size())"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "PIUjH8-ow1y9"
-      },
-      "outputs": [],
-      "source": []
     }
   ],
   "metadata": {
@@ -440,4 +236,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}
diff --git a/test-A/out.tsv b/test-A/out.tsv
index bdc88cc..613c02b 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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