diff --git a/hipe2022-datasets-stats.ipynb b/hipe2022-datasets-stats.ipynb
index 68ace6b..ab95687 100644
--- a/hipe2022-datasets-stats.ipynb
+++ b/hipe2022-datasets-stats.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 46,
    "id": "39ac9869",
    "metadata": {},
    "outputs": [],
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 47,
    "id": "a7f403d6",
    "metadata": {},
    "outputs": [],
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 48,
    "id": "0f6a13c1",
    "metadata": {},
    "outputs": [],
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 49,
    "id": "f1d7980b",
    "metadata": {},
    "outputs": [],
@@ -114,14 +114,17 @@
     "# EN\n",
     "ajmc_train_en_path = os.path.join(HIPE2022_data_path, f\"ajmc/en/HIPE-2022-{RELEASE_VERSION}-ajmc-train-en.tsv\")\n",
     "ajmc_dev_en_path = os.path.join(HIPE2022_data_path, f\"ajmc/en/HIPE-2022-{RELEASE_VERSION}-ajmc-dev-en.tsv\")\n",
+    "ajmc_test_en_path = os.path.join(HIPE2022_data_path, f\"ajmc/en/HIPE-2022-{RELEASE_VERSION}-ajmc-test-en.tsv\")\n",
     "\n",
     "# DE\n",
     "ajmc_train_de_path = os.path.join(HIPE2022_data_path, f\"ajmc/de/HIPE-2022-{RELEASE_VERSION}-ajmc-train-de.tsv\")\n",
     "ajmc_dev_de_path = os.path.join(HIPE2022_data_path, f\"ajmc/de/HIPE-2022-{RELEASE_VERSION}-ajmc-dev-de.tsv\")\n",
+    "ajmc_test_de_path = os.path.join(HIPE2022_data_path, f\"ajmc/de/HIPE-2022-{RELEASE_VERSION}-ajmc-test-de.tsv\")\n",
     "\n",
     "# FR\n",
     "ajmc_train_fr_path = os.path.join(HIPE2022_data_path, f\"ajmc/fr/HIPE-2022-{RELEASE_VERSION}-ajmc-train-fr.tsv\")\n",
-    "ajmc_dev_fr_path = os.path.join(HIPE2022_data_path, f\"ajmc/fr/HIPE-2022-{RELEASE_VERSION}-ajmc-dev-fr.tsv\")"
+    "ajmc_dev_fr_path = os.path.join(HIPE2022_data_path, f\"ajmc/fr/HIPE-2022-{RELEASE_VERSION}-ajmc-dev-fr.tsv\")\n",
+    "ajmc_test_fr_path = os.path.join(HIPE2022_data_path, f\"ajmc/fr/HIPE-2022-{RELEASE_VERSION}-ajmc-test-fr.tsv\")"
    ]
   },
   {
@@ -142,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 50,
    "id": "d7d48341",
    "metadata": {},
    "outputs": [],
@@ -153,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 51,
    "id": "d4d2e96e",
    "metadata": {},
    "outputs": [
@@ -223,7 +226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 52,
    "id": "9c59de36",
    "metadata": {},
    "outputs": [],
@@ -234,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 53,
    "id": "27ed577b",
    "metadata": {},
    "outputs": [
@@ -314,6 +317,87 @@
     "print(describe_dataset(documents=ajmc_train_en_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "ddd117b3",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "8c60c253",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "ajmc_test_en_docs = parse_tsv(file_path=ajmc_test_en_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "b9126e02",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/ajmc/en/HIPE-2022-v2.1-ajmc-test-en.tsv \n",
+      "Number of documents: 13 \n",
+      "Number of entities: {'coarse_lit': 348, 'fine_lit': 348} \n",
+      "Number of tokens: 6052 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-------+---------+\n",
+      "|       |   count |\n",
+      "+=======+=========+\n",
+      "| date  |       3 |\n",
+      "+-------+---------+\n",
+      "| loc   |       3 |\n",
+      "+-------+---------+\n",
+      "| pers  |      96 |\n",
+      "+-------+---------+\n",
+      "| scope |     151 |\n",
+      "+-------+---------+\n",
+      "| work  |      95 |\n",
+      "+-------+---------+\n",
+      "fine_lit\n",
+      "+--------------+---------+\n",
+      "|              |   count |\n",
+      "+==============+=========+\n",
+      "| date         |       3 |\n",
+      "+--------------+---------+\n",
+      "| loc          |       3 |\n",
+      "+--------------+---------+\n",
+      "| pers.author  |      47 |\n",
+      "+--------------+---------+\n",
+      "| pers.editor  |       4 |\n",
+      "+--------------+---------+\n",
+      "| pers.myth    |      41 |\n",
+      "+--------------+---------+\n",
+      "| pers.other   |       4 |\n",
+      "+--------------+---------+\n",
+      "| scope        |     151 |\n",
+      "+--------------+---------+\n",
+      "| work.fragm   |       2 |\n",
+      "+--------------+---------+\n",
+      "| work.primlit |      83 |\n",
+      "+--------------+---------+\n",
+      "| work.seclit  |      10 |\n",
+      "+--------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=ajmc_test_en_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "85a78a1a",
@@ -332,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 56,
    "id": "e10a9e0b",
    "metadata": {},
    "outputs": [],
@@ -343,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 57,
    "id": "7b3fd754",
    "metadata": {},
    "outputs": [
@@ -417,7 +501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 58,
    "id": "8da40406",
    "metadata": {},
    "outputs": [],
@@ -428,7 +512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 59,
    "id": "af8ae6f5",
    "metadata": {},
    "outputs": [
@@ -508,6 +592,81 @@
     "print(describe_dataset(documents=ajmc_train_de_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "71fe8a79",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "f0c87457",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "ajmc_test_de_docs = parse_tsv(file_path=ajmc_test_de_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "f42c1222",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/ajmc/de/HIPE-2022-v2.1-ajmc-test-de.tsv \n",
+      "Number of documents: 16 \n",
+      "Number of entities: {'coarse_lit': 382, 'fine_lit': 382} \n",
+      "Number of tokens: 4845 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+--------+---------+\n",
+      "|        |   count |\n",
+      "+========+=========+\n",
+      "| loc    |       2 |\n",
+      "+--------+---------+\n",
+      "| object |       2 |\n",
+      "+--------+---------+\n",
+      "| pers   |     128 |\n",
+      "+--------+---------+\n",
+      "| scope  |     176 |\n",
+      "+--------+---------+\n",
+      "| work   |      74 |\n",
+      "+--------+---------+\n",
+      "fine_lit\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| loc            |       2 |\n",
+      "+----------------+---------+\n",
+      "| object.manuscr |       2 |\n",
+      "+----------------+---------+\n",
+      "| pers.author    |      48 |\n",
+      "+----------------+---------+\n",
+      "| pers.editor    |       4 |\n",
+      "+----------------+---------+\n",
+      "| pers.myth      |      76 |\n",
+      "+----------------+---------+\n",
+      "| scope          |     176 |\n",
+      "+----------------+---------+\n",
+      "| work.primlit   |      74 |\n",
+      "+----------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=ajmc_test_de_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "f498af21",
@@ -526,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 62,
    "id": "cc683514",
    "metadata": {},
    "outputs": [],
@@ -537,7 +696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 63,
    "id": "0644243e",
    "metadata": {},
    "outputs": [
@@ -595,7 +754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 64,
    "id": "de15545d",
    "metadata": {},
    "outputs": [],
@@ -606,7 +765,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 65,
    "id": "786a76a5",
    "metadata": {},
    "outputs": [
@@ -684,6 +843,87 @@
     "print(describe_dataset(documents=ajmc_train_fr_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "1e143ac9",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "4e0e0e7e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "ajmc_test_fr_docs = parse_tsv(file_path=ajmc_test_fr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "20ecae70",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/ajmc/fr/HIPE-2022-v2.1-ajmc-test-fr.tsv \n",
+      "Number of documents: 15 \n",
+      "Number of entities: {'coarse_lit': 360, 'fine_lit': 360} \n",
+      "Number of tokens: 5390 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-------+---------+\n",
+      "|       |   count |\n",
+      "+=======+=========+\n",
+      "| date  |       3 |\n",
+      "+-------+---------+\n",
+      "| loc   |       9 |\n",
+      "+-------+---------+\n",
+      "| pers  |     139 |\n",
+      "+-------+---------+\n",
+      "| scope |     129 |\n",
+      "+-------+---------+\n",
+      "| work  |      80 |\n",
+      "+-------+---------+\n",
+      "fine_lit\n",
+      "+--------------+---------+\n",
+      "|              |   count |\n",
+      "+==============+=========+\n",
+      "| date         |       3 |\n",
+      "+--------------+---------+\n",
+      "| loc          |       9 |\n",
+      "+--------------+---------+\n",
+      "| pers.author  |      78 |\n",
+      "+--------------+---------+\n",
+      "| pers.editor  |      35 |\n",
+      "+--------------+---------+\n",
+      "| pers.myth    |      14 |\n",
+      "+--------------+---------+\n",
+      "| pers.other   |      12 |\n",
+      "+--------------+---------+\n",
+      "| scope        |     129 |\n",
+      "+--------------+---------+\n",
+      "| work.fragm   |       1 |\n",
+      "+--------------+---------+\n",
+      "| work.primlit |      78 |\n",
+      "+--------------+---------+\n",
+      "| work.seclit  |       1 |\n",
+      "+--------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=ajmc_test_fr_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8d2a85c1",
@@ -704,21 +944,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 68,
    "id": "f992992b",
    "metadata": {},
    "outputs": [],
    "source": [
     "# EN\n",
     "hipe2020_dev_en_path = os.path.join(HIPE2022_data_path, f\"hipe2020/en/HIPE-2022-{RELEASE_VERSION}-hipe2020-dev-en.tsv\")\n",
+    "hipe2020_test_en_path = os.path.join(HIPE2022_data_path, f\"hipe2020/en/HIPE-2022-{RELEASE_VERSION}-hipe2020-test-en.tsv\")\n",
     "\n",
     "# DE\n",
     "hipe2020_train_de_path = os.path.join(HIPE2022_data_path, f\"hipe2020/de/HIPE-2022-{RELEASE_VERSION}-hipe2020-train-de.tsv\")\n",
     "hipe2020_dev_de_path = os.path.join(HIPE2022_data_path, f\"hipe2020/de/HIPE-2022-{RELEASE_VERSION}-hipe2020-dev-de.tsv\")\n",
+    "hipe2020_test_de_path = os.path.join(HIPE2022_data_path, f\"hipe2020/de/HIPE-2022-{RELEASE_VERSION}-hipe2020-test-de.tsv\")\n",
+    "\n",
     "\n",
     "# FR\n",
     "hipe2020_dev_fr_path = os.path.join(HIPE2022_data_path, f\"hipe2020/fr/HIPE-2022-{RELEASE_VERSION}-hipe2020-dev-fr.tsv\")\n",
-    "hipe2020_train_fr_path = os.path.join(HIPE2022_data_path, f\"hipe2020/fr/HIPE-2022-{RELEASE_VERSION}-hipe2020-train-fr.tsv\")"
+    "hipe2020_train_fr_path = os.path.join(HIPE2022_data_path, f\"hipe2020/fr/HIPE-2022-{RELEASE_VERSION}-hipe2020-train-fr.tsv\")\n",
+    "hipe2020_test_fr_path = os.path.join(HIPE2022_data_path, f\"hipe2020/fr/HIPE-2022-{RELEASE_VERSION}-hipe2020-test-fr.tsv\")"
    ]
   },
   {
@@ -739,7 +983,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 69,
    "id": "5980486f",
    "metadata": {},
    "outputs": [],
@@ -750,7 +994,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 70,
    "id": "e1ebf584",
    "metadata": {},
    "outputs": [
@@ -794,6 +1038,71 @@
     "print(describe_dataset(documents=hipe2020_dev_en_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "b8f5ffdc",
+   "metadata": {},
+   "source": [
+    "#### Test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "09095db0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "hipe2020_test_en_docs = parse_tsv(file_path=hipe2020_test_en_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "f5bc2a16",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/hipe2020/en/HIPE-2022-v2.1-hipe2020-test-en.tsv \n",
+      "Number of documents: 46 \n",
+      "Number of entities: {'coarse_lit': 449, 'coarse_meto': 25} \n",
+      "Number of tokens: 16634 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| loc  |     181 |\n",
+      "+------+---------+\n",
+      "| org  |      76 |\n",
+      "+------+---------+\n",
+      "| pers |     156 |\n",
+      "+------+---------+\n",
+      "| prod |      19 |\n",
+      "+------+---------+\n",
+      "| time |      17 |\n",
+      "+------+---------+\n",
+      "coarse_meto\n",
+      "+-----+---------+\n",
+      "|     |   count |\n",
+      "+=====+=========+\n",
+      "| loc |       3 |\n",
+      "+-----+---------+\n",
+      "| org |      22 |\n",
+      "+-----+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=hipe2020_test_en_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "374f4ccb",
@@ -812,7 +1121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 73,
    "id": "ee918688",
    "metadata": {},
    "outputs": [],
@@ -823,7 +1132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 74,
    "id": "ca1b34aa",
    "metadata": {},
    "outputs": [
@@ -967,7 +1276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 75,
    "id": "d3f07e60",
    "metadata": {},
    "outputs": [],
@@ -978,7 +1287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 76,
    "id": "681ff82c",
    "metadata": {},
    "outputs": [
@@ -1128,35 +1437,27 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d98272e",
-   "metadata": {},
-   "source": [
-    "### hipe2020 FR"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "070880bf",
+   "id": "14039039",
    "metadata": {},
    "source": [
-    "#### Dev"
+    "#### Test\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "eb508bb1",
+   "execution_count": 77,
+   "id": "cb729ef9",
    "metadata": {},
    "outputs": [],
    "source": [
     "# parse the TSV into a list of `HipeDocument` objects\n",
-    "hipe2020_dev_fr_docs = parse_tsv(file_path=hipe2020_dev_fr_path)"
+    "hipe2020_test_de_docs = parse_tsv(file_path=hipe2020_test_de_path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "1eac079a",
+   "execution_count": 78,
+   "id": "dc7c8dec",
    "metadata": {},
    "outputs": [
     {
@@ -1164,35 +1465,196 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "Path of the TSV file: ./data/v2.1/hipe2020/fr/HIPE-2022-v2.1-hipe2020-dev-fr.tsv \n",
-      "Number of documents: 43 \n",
-      "Number of entities: {'coarse_lit': 1729, 'coarse_meto': 108, 'fine_lit': 1729, 'fine_meto': 108, 'fine_comp': 724, 'nested': 91} \n",
-      "Number of tokens: 37953 \n",
+      "Path of the TSV file: ./data/v2.1/hipe2020/de/HIPE-2022-v2.1-hipe2020-test-de.tsv \n",
+      "Number of documents: 49 \n",
+      "Number of entities: {'coarse_lit': 1147, 'coarse_meto': 118, 'fine_lit': 1147, 'fine_meto': 118, 'fine_comp': 431, 'nested': 73} \n",
+      "Number of tokens: 30737 \n",
       "Entity breakdown by type: coarse_lit\n",
       "+------+---------+\n",
       "|      |   count |\n",
       "+======+=========+\n",
-      "| loc  |     774 |\n",
+      "| loc  |     595 |\n",
       "+------+---------+\n",
-      "| org  |     159 |\n",
+      "| org  |     130 |\n",
       "+------+---------+\n",
-      "| pers |     679 |\n",
+      "| pers |     311 |\n",
       "+------+---------+\n",
-      "| prod |      49 |\n",
+      "| prod |      62 |\n",
       "+------+---------+\n",
-      "| time |      68 |\n",
+      "| time |      49 |\n",
       "+------+---------+\n",
       "coarse_meto\n",
-      "+-----+---------+\n",
-      "|     |   count |\n",
-      "+=====+=========+\n",
-      "| loc |       3 |\n",
-      "+-----+---------+\n",
-      "| org |     105 |\n",
-      "+-----+---------+\n",
-      "fine_lit\n",
-      "+------------------------+---------+\n",
-      "|                        |   count |\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| loc  |       1 |\n",
+      "+------+---------+\n",
+      "| org  |     116 |\n",
+      "+------+---------+\n",
+      "| pers |       1 |\n",
+      "+------+---------+\n",
+      "fine_lit\n",
+      "+------------------------+---------+\n",
+      "|                        |   count |\n",
+      "+========================+=========+\n",
+      "| loc.adm.nat            |     160 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.reg            |      84 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.sup            |      21 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.town           |     257 |\n",
+      "+------------------------+---------+\n",
+      "| loc.fac                |      14 |\n",
+      "+------------------------+---------+\n",
+      "| loc.oro                |       5 |\n",
+      "+------------------------+---------+\n",
+      "| loc.phys.astro         |      10 |\n",
+      "+------------------------+---------+\n",
+      "| loc.phys.geo           |      14 |\n",
+      "+------------------------+---------+\n",
+      "| loc.phys.hydro         |      29 |\n",
+      "+------------------------+---------+\n",
+      "| loc.unk                |       1 |\n",
+      "+------------------------+---------+\n",
+      "| org.adm                |      29 |\n",
+      "+------------------------+---------+\n",
+      "| org.ent                |      83 |\n",
+      "+------------------------+---------+\n",
+      "| org.ent.pressagency    |      18 |\n",
+      "+------------------------+---------+\n",
+      "| pers.ind               |     309 |\n",
+      "+------------------------+---------+\n",
+      "| pers.ind.articleauthor |       2 |\n",
+      "+------------------------+---------+\n",
+      "| prod.doctr             |       5 |\n",
+      "+------------------------+---------+\n",
+      "| prod.media             |      57 |\n",
+      "+------------------------+---------+\n",
+      "| time.date.abs          |      49 |\n",
+      "+------------------------+---------+\n",
+      "fine_meto\n",
+      "+-------------+---------+\n",
+      "|             |   count |\n",
+      "+=============+=========+\n",
+      "| loc.adm.nat |       1 |\n",
+      "+-------------+---------+\n",
+      "| org.adm     |     116 |\n",
+      "+-------------+---------+\n",
+      "| pers.ind    |       1 |\n",
+      "+-------------+---------+\n",
+      "fine_comp\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| comp.demonym   |      17 |\n",
+      "+----------------+---------+\n",
+      "| comp.function  |      66 |\n",
+      "+----------------+---------+\n",
+      "| comp.name      |     214 |\n",
+      "+----------------+---------+\n",
+      "| comp.qualifier |      33 |\n",
+      "+----------------+---------+\n",
+      "| comp.title     |     101 |\n",
+      "+----------------+---------+\n",
+      "nested\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| loc.adm.nat    |       4 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.reg    |       4 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.sup    |       1 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.town   |      45 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys.hydro |       9 |\n",
+      "+----------------+---------+\n",
+      "| org.adm        |       2 |\n",
+      "+----------------+---------+\n",
+      "| org.ent        |       4 |\n",
+      "+----------------+---------+\n",
+      "| pers.ind       |       3 |\n",
+      "+----------------+---------+\n",
+      "| prod.media     |       1 |\n",
+      "+----------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=hipe2020_test_de_docs))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3d98272e",
+   "metadata": {},
+   "source": [
+    "### hipe2020 FR"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "070880bf",
+   "metadata": {},
+   "source": [
+    "#### Dev"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "eb508bb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "hipe2020_dev_fr_docs = parse_tsv(file_path=hipe2020_dev_fr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "1eac079a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/hipe2020/fr/HIPE-2022-v2.1-hipe2020-dev-fr.tsv \n",
+      "Number of documents: 43 \n",
+      "Number of entities: {'coarse_lit': 1729, 'coarse_meto': 108, 'fine_lit': 1729, 'fine_meto': 108, 'fine_comp': 724, 'nested': 91} \n",
+      "Number of tokens: 37953 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| loc  |     774 |\n",
+      "+------+---------+\n",
+      "| org  |     159 |\n",
+      "+------+---------+\n",
+      "| pers |     679 |\n",
+      "+------+---------+\n",
+      "| prod |      49 |\n",
+      "+------+---------+\n",
+      "| time |      68 |\n",
+      "+------+---------+\n",
+      "coarse_meto\n",
+      "+-----+---------+\n",
+      "|     |   count |\n",
+      "+=====+=========+\n",
+      "| loc |       3 |\n",
+      "+-----+---------+\n",
+      "| org |     105 |\n",
+      "+-----+---------+\n",
+      "fine_lit\n",
+      "+------------------------+---------+\n",
+      "|                        |   count |\n",
       "+========================+=========+\n",
       "| loc.add.phys           |       1 |\n",
       "+------------------------+---------+\n",
@@ -1301,7 +1763,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 81,
    "id": "e21ac6f4",
    "metadata": {},
    "outputs": [],
@@ -1312,7 +1774,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 82,
    "id": "5824fc8b",
    "metadata": {},
    "outputs": [
@@ -1456,6 +1918,157 @@
     "print(describe_dataset(documents=hipe2020_train_fr_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "cc5bd52d",
+   "metadata": {},
+   "source": [
+    "#### Test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "ff3b0737",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "hipe2020_test_fr_docs = parse_tsv(file_path=hipe2020_test_fr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "d7da663f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/hipe2020/fr/HIPE-2022-v2.1-hipe2020-test-fr.tsv \n",
+      "Number of documents: 43 \n",
+      "Number of entities: {'coarse_lit': 1600, 'coarse_meto': 112, 'fine_lit': 1600, 'fine_meto': 112, 'fine_comp': 709, 'nested': 82} \n",
+      "Number of tokens: 40854 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| loc  |     854 |\n",
+      "+------+---------+\n",
+      "| org  |     130 |\n",
+      "+------+---------+\n",
+      "| pers |     502 |\n",
+      "+------+---------+\n",
+      "| prod |      61 |\n",
+      "+------+---------+\n",
+      "| time |      53 |\n",
+      "+------+---------+\n",
+      "coarse_meto\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| org  |     111 |\n",
+      "+------+---------+\n",
+      "| time |       1 |\n",
+      "+------+---------+\n",
+      "fine_lit\n",
+      "+------------------------+---------+\n",
+      "|                        |   count |\n",
+      "+========================+=========+\n",
+      "| loc.adm.nat            |     151 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.reg            |     147 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.sup            |      19 |\n",
+      "+------------------------+---------+\n",
+      "| loc.adm.town           |     446 |\n",
+      "+------------------------+---------+\n",
+      "| loc.fac                |      18 |\n",
+      "+------------------------+---------+\n",
+      "| loc.oro                |      19 |\n",
+      "+------------------------+---------+\n",
+      "| loc.phys.geo           |      28 |\n",
+      "+------------------------+---------+\n",
+      "| loc.phys.hydro         |      23 |\n",
+      "+------------------------+---------+\n",
+      "| loc.unk                |       3 |\n",
+      "+------------------------+---------+\n",
+      "| org.adm                |      43 |\n",
+      "+------------------------+---------+\n",
+      "| org.ent                |      67 |\n",
+      "+------------------------+---------+\n",
+      "| org.ent.pressagency    |      20 |\n",
+      "+------------------------+---------+\n",
+      "| pers.coll              |       5 |\n",
+      "+------------------------+---------+\n",
+      "| pers.ind               |     487 |\n",
+      "+------------------------+---------+\n",
+      "| pers.ind.articleauthor |      10 |\n",
+      "+------------------------+---------+\n",
+      "| prod.doctr             |       3 |\n",
+      "+------------------------+---------+\n",
+      "| prod.media             |      58 |\n",
+      "+------------------------+---------+\n",
+      "| time.date.abs          |      53 |\n",
+      "+------------------------+---------+\n",
+      "fine_meto\n",
+      "+---------------+---------+\n",
+      "|               |   count |\n",
+      "+===============+=========+\n",
+      "| org.adm       |     106 |\n",
+      "+---------------+---------+\n",
+      "| org.ent       |       5 |\n",
+      "+---------------+---------+\n",
+      "| time.date.abs |       1 |\n",
+      "+---------------+---------+\n",
+      "fine_comp\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| comp.demonym   |      10 |\n",
+      "+----------------+---------+\n",
+      "| comp.function  |     110 |\n",
+      "+----------------+---------+\n",
+      "| comp.name      |     351 |\n",
+      "+----------------+---------+\n",
+      "| comp.qualifier |      20 |\n",
+      "+----------------+---------+\n",
+      "| comp.title     |     218 |\n",
+      "+----------------+---------+\n",
+      "nested\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| loc.adm.nat    |       8 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.reg    |       9 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.town   |      40 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys.geo   |       1 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys.hydro |       4 |\n",
+      "+----------------+---------+\n",
+      "| org.adm        |       3 |\n",
+      "+----------------+---------+\n",
+      "| org.ent        |       6 |\n",
+      "+----------------+---------+\n",
+      "| pers.ind       |       9 |\n",
+      "+----------------+---------+\n",
+      "| prod.media     |       2 |\n",
+      "+----------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=hipe2020_test_fr_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "f0b06c25",
@@ -1476,13 +2089,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 85,
    "id": "61dec1da",
    "metadata": {},
    "outputs": [],
    "source": [
     "letemps_dev_fr_path = os.path.join(HIPE2022_data_path, f\"letemps/fr/HIPE-2022-{RELEASE_VERSION}-letemps-dev-fr.tsv\")\n",
-    "letemps_train_fr_path = os.path.join(HIPE2022_data_path, f\"letemps/fr/HIPE-2022-{RELEASE_VERSION}-letemps-train-fr.tsv\")"
+    "letemps_train_fr_path = os.path.join(HIPE2022_data_path, f\"letemps/fr/HIPE-2022-{RELEASE_VERSION}-letemps-train-fr.tsv\")\n",
+    "letemps_test_fr_path = os.path.join(HIPE2022_data_path, f\"letemps/fr/HIPE-2022-{RELEASE_VERSION}-letemps-test-fr.tsv\")"
    ]
   },
   {
@@ -1495,7 +2109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 86,
    "id": "ceedad6b",
    "metadata": {},
    "outputs": [],
@@ -1506,7 +2120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 87,
    "id": "cae0932b",
    "metadata": {},
    "outputs": [
@@ -1592,7 +2206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 88,
    "id": "cc6d3eee",
    "metadata": {},
    "outputs": [],
@@ -1603,7 +2217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 89,
    "id": "867d6f04",
    "metadata": {},
    "outputs": [
@@ -1693,6 +2307,103 @@
     "print(describe_dataset(documents=letemps_train_fr_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "3b23248f",
+   "metadata": {},
+   "source": [
+    "#### Dev"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "bafec598",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "letemps_test_fr_docs = parse_tsv(file_path=letemps_test_fr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "91bc22b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/letemps/fr/HIPE-2022-v2.1-letemps-test-fr.tsv \n",
+      "Number of documents: 51 \n",
+      "Number of entities: {'coarse_lit': 1017, 'fine_lit': 1017, 'nested': 12} \n",
+      "Number of tokens: 48468 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+------+---------+\n",
+      "|      |   count |\n",
+      "+======+=========+\n",
+      "| loc  |     591 |\n",
+      "+------+---------+\n",
+      "| org  |      79 |\n",
+      "+------+---------+\n",
+      "| pers |     347 |\n",
+      "+------+---------+\n",
+      "fine_lit\n",
+      "+----------------+---------+\n",
+      "|                |   count |\n",
+      "+================+=========+\n",
+      "| loc            |      16 |\n",
+      "+----------------+---------+\n",
+      "| loc.add.phys   |       8 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm        |      10 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.nat    |     155 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.reg    |      45 |\n",
+      "+----------------+---------+\n",
+      "| loc.adm.town   |     311 |\n",
+      "+----------------+---------+\n",
+      "| loc.admin.sup  |       3 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys       |       6 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys.geo   |      26 |\n",
+      "+----------------+---------+\n",
+      "| loc.phys.hydro |      11 |\n",
+      "+----------------+---------+\n",
+      "| org.adm        |      36 |\n",
+      "+----------------+---------+\n",
+      "| org.ent        |      43 |\n",
+      "+----------------+---------+\n",
+      "| pers           |      12 |\n",
+      "+----------------+---------+\n",
+      "| pers.coll      |       8 |\n",
+      "+----------------+---------+\n",
+      "| pers.ind       |     327 |\n",
+      "+----------------+---------+\n",
+      "nested\n",
+      "+--------------+---------+\n",
+      "|              |   count |\n",
+      "+==============+=========+\n",
+      "| loc.adm.town |      10 |\n",
+      "+--------------+---------+\n",
+      "| loc.phys.geo |       1 |\n",
+      "+--------------+---------+\n",
+      "| pers.ind     |       1 |\n",
+      "+--------------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=letemps_test_fr_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "ed696674",
@@ -1713,13 +2424,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 92,
    "id": "51fa12eb",
    "metadata": {},
    "outputs": [],
    "source": [
     "topRes19th_dev_en_path = os.path.join(HIPE2022_data_path, f\"topres19th/en/HIPE-2022-{RELEASE_VERSION}-topres19th-dev-en.tsv\")\n",
-    "topRes19th_train_en_path = os.path.join(HIPE2022_data_path, f\"topres19th/en/HIPE-2022-{RELEASE_VERSION}-topres19th-train-en.tsv\")"
+    "topRes19th_train_en_path = os.path.join(HIPE2022_data_path, f\"topres19th/en/HIPE-2022-{RELEASE_VERSION}-topres19th-train-en.tsv\")\n",
+    "#topRes19th_test_en_path = os.path.join(HIPE2022_data_path, f\"topres19th/en/HIPE-2022-{RELEASE_VERSION}-topres19th-test-en.tsv\")"
    ]
   },
   {
@@ -1732,7 +2444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 93,
    "id": "2457dbf9",
    "metadata": {},
    "outputs": [],
@@ -1743,7 +2455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 94,
    "id": "e1fa7ece",
    "metadata": {},
    "outputs": [
@@ -1785,7 +2497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 95,
    "id": "8094673a",
    "metadata": {},
    "outputs": [],
@@ -1796,7 +2508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 96,
    "id": "fc46b0f1",
    "metadata": {},
    "outputs": [
@@ -1828,6 +2540,38 @@
     "print(describe_dataset(documents=topRes19th_train_en_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d90cc1a2",
+   "metadata": {},
+   "source": [
+    "#### Test\n",
+    "\n",
+    "(lines below are to be commented out once the test files for topRes are published)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "f46d26bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "#topRes19th_test_en_docs = parse_tsv(file_path=topRes19th_test_en_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "00abdc89",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "#print(describe_dataset(documents=topRes19th_dev_en_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9abfd336",
@@ -1848,7 +2592,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 99,
    "id": "24c4cf39",
    "metadata": {},
    "outputs": [],
@@ -1856,18 +2600,22 @@
     "# FR\n",
     "newseye_dev_fr_path = os.path.join(HIPE2022_data_path, f\"newseye/fr/HIPE-2022-{RELEASE_VERSION}-newseye-dev-fr.tsv\")\n",
     "newseye_train_fr_path = os.path.join(HIPE2022_data_path, f\"newseye/fr/HIPE-2022-{RELEASE_VERSION}-newseye-train-fr.tsv\")\n",
+    "newseye_test_fr_path = os.path.join(HIPE2022_data_path, f\"newseye/fr/HIPE-2022-{RELEASE_VERSION}-newseye-test-fr.tsv\")\n",
     "\n",
     "# DE\n",
     "newseye_dev_de_path = os.path.join(HIPE2022_data_path, f\"newseye/de/HIPE-2022-{RELEASE_VERSION}-newseye-dev-de.tsv\")\n",
     "newseye_train_de_path = os.path.join(HIPE2022_data_path, f\"newseye/de/HIPE-2022-{RELEASE_VERSION}-newseye-train-de.tsv\")\n",
+    "newseye_test_de_path = os.path.join(HIPE2022_data_path, f\"newseye/de/HIPE-2022-{RELEASE_VERSION}-newseye-test-de.tsv\")\n",
     "\n",
     "# FI\n",
     "newseye_dev_fi_path = os.path.join(HIPE2022_data_path, f\"newseye/fi/HIPE-2022-{RELEASE_VERSION}-newseye-dev-fi.tsv\")\n",
     "newseye_train_fi_path = os.path.join(HIPE2022_data_path, f\"newseye/fi/HIPE-2022-{RELEASE_VERSION}-newseye-train-fi.tsv\")\n",
+    "newseye_test_fi_path = os.path.join(HIPE2022_data_path, f\"newseye/fi/HIPE-2022-{RELEASE_VERSION}-newseye-test-fi.tsv\")\n",
     "\n",
     "# SV\n",
     "newseye_dev_sv_path = os.path.join(HIPE2022_data_path, f\"newseye/sv/HIPE-2022-{RELEASE_VERSION}-newseye-dev-sv.tsv\")\n",
-    "newseye_train_sv_path = os.path.join(HIPE2022_data_path, f\"newseye/sv/HIPE-2022-{RELEASE_VERSION}-newseye-train-sv.tsv\")"
+    "newseye_train_sv_path = os.path.join(HIPE2022_data_path, f\"newseye/sv/HIPE-2022-{RELEASE_VERSION}-newseye-train-sv.tsv\")\n",
+    "newseye_test_sv_path = os.path.join(HIPE2022_data_path, f\"newseye/sv/HIPE-2022-{RELEASE_VERSION}-newseye-test-sv.tsv\")"
    ]
   },
   {
@@ -1888,7 +2636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 100,
    "id": "35e7be47",
    "metadata": {},
    "outputs": [],
@@ -1899,7 +2647,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 101,
    "id": "c0093f53",
    "metadata": {},
    "outputs": [
@@ -1922,25 +2670,119 @@
       "+-----------+---------+\n",
       "| ORG       |     113 |\n",
       "+-----------+---------+\n",
-      "| PER       |     293 |\n",
+      "| PER       |     293 |\n",
+      "+-----------+---------+\n",
+      "fine_lit\n",
+      "+------------+---------+\n",
+      "|            |   count |\n",
+      "+============+=========+\n",
+      "| PER.author |       3 |\n",
+      "+------------+---------+\n",
+      "nested\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |       1 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |      18 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |       7 |\n",
+      "+-----------+---------+\n",
+      "| PER       |       6 |\n",
+      "+-----------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=newseye_dev_fr_docs))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f527b0d3",
+   "metadata": {},
+   "source": [
+    "#### Train"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "541b4c65",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'./data/v2.1/newseye/fr/HIPE-2022-v2.1-newseye-train-fr.tsv'"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "newseye_train_fr_path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "7b4cd97a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "newseye_train_fr_docs = parse_tsv(file_path=newseye_train_fr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "4cdc73ab",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/newseye/fr/HIPE-2022-v2.1-newseye-train-fr.tsv \n",
+      "Number of documents: 35 \n",
+      "Number of entities: {'coarse_lit': 10423, 'fine_lit': 99, 'nested': 522} \n",
+      "Number of tokens: 255165 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |     200 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |    4055 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |    1285 |\n",
+      "+-----------+---------+\n",
+      "| PER       |    4883 |\n",
       "+-----------+---------+\n",
       "fine_lit\n",
       "+------------+---------+\n",
       "|            |   count |\n",
       "+============+=========+\n",
-      "| PER.author |       3 |\n",
+      "| PER.author |      99 |\n",
       "+------------+---------+\n",
       "nested\n",
       "+-----------+---------+\n",
       "|           |   count |\n",
       "+===========+=========+\n",
-      "| HumanProd |       1 |\n",
+      "| HumanProd |       6 |\n",
       "+-----------+---------+\n",
-      "| LOC       |      18 |\n",
+      "| LOC       |     263 |\n",
       "+-----------+---------+\n",
-      "| ORG       |       7 |\n",
+      "| ORG       |     212 |\n",
       "+-----------+---------+\n",
-      "| PER       |       6 |\n",
+      "| PER       |      41 |\n",
       "+-----------+---------+\n",
       "\n"
      ]
@@ -1948,53 +2790,32 @@
    ],
    "source": [
     "# print some basic stats for the TSV dataset \n",
-    "print(describe_dataset(documents=newseye_dev_fr_docs))"
+    "print(describe_dataset(documents=newseye_train_fr_docs))"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "f527b0d3",
-   "metadata": {},
-   "source": [
-    "#### Train"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "541b4c65",
+   "id": "8e67dd9d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'./data/v2.1/newseye/fr/HIPE-2022-v2.1-newseye-train-fr.tsv'"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "newseye_train_fr_path"
+    "#### Test"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "7b4cd97a",
+   "execution_count": 105,
+   "id": "a41bd5ac",
    "metadata": {},
    "outputs": [],
    "source": [
     "# parse the TSV into a list of `HipeDocument` objects\n",
-    "newseye_train_fr_docs = parse_tsv(file_path=newseye_train_fr_path)"
+    "newseye_test_fr_docs = parse_tsv(file_path=newseye_test_fr_path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "id": "4cdc73ab",
+   "execution_count": 106,
+   "id": "42ab4bd5",
    "metadata": {},
    "outputs": [
     {
@@ -2002,39 +2823,39 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "Path of the TSV file: ./data/v2.1/newseye/fr/HIPE-2022-v2.1-newseye-train-fr.tsv \n",
+      "Path of the TSV file: ./data/v2.1/newseye/fr/HIPE-2022-v2.1-newseye-test-fr.tsv \n",
       "Number of documents: 35 \n",
-      "Number of entities: {'coarse_lit': 10423, 'fine_lit': 99, 'nested': 522} \n",
-      "Number of tokens: 255165 \n",
+      "Number of entities: {'coarse_lit': 2530, 'fine_lit': 34, 'nested': 136} \n",
+      "Number of tokens: 70794 \n",
       "Entity breakdown by type: coarse_lit\n",
       "+-----------+---------+\n",
       "|           |   count |\n",
       "+===========+=========+\n",
-      "| HumanProd |     200 |\n",
+      "| HumanProd |      33 |\n",
       "+-----------+---------+\n",
-      "| LOC       |    4055 |\n",
+      "| LOC       |    1112 |\n",
       "+-----------+---------+\n",
-      "| ORG       |    1285 |\n",
+      "| ORG       |     360 |\n",
       "+-----------+---------+\n",
-      "| PER       |    4883 |\n",
+      "| PER       |    1025 |\n",
       "+-----------+---------+\n",
       "fine_lit\n",
       "+------------+---------+\n",
       "|            |   count |\n",
       "+============+=========+\n",
-      "| PER.author |      99 |\n",
+      "| PER.author |      34 |\n",
       "+------------+---------+\n",
       "nested\n",
       "+-----------+---------+\n",
       "|           |   count |\n",
       "+===========+=========+\n",
-      "| HumanProd |       6 |\n",
+      "| HumanProd |       5 |\n",
       "+-----------+---------+\n",
-      "| LOC       |     263 |\n",
+      "| LOC       |      85 |\n",
       "+-----------+---------+\n",
-      "| ORG       |     212 |\n",
+      "| ORG       |      31 |\n",
       "+-----------+---------+\n",
-      "| PER       |      41 |\n",
+      "| PER       |      15 |\n",
       "+-----------+---------+\n",
       "\n"
      ]
@@ -2042,7 +2863,7 @@
    ],
    "source": [
     "# print some basic stats for the TSV dataset \n",
-    "print(describe_dataset(documents=newseye_train_fr_docs))"
+    "print(describe_dataset(documents=newseye_test_fr_docs))"
    ]
   },
   {
@@ -2063,7 +2884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 107,
    "id": "9b6ef18f",
    "metadata": {},
    "outputs": [],
@@ -2074,7 +2895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 108,
    "id": "3da94913",
    "metadata": {},
    "outputs": [
@@ -2134,7 +2955,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 109,
    "id": "e0c65881",
    "metadata": {},
    "outputs": [],
@@ -2145,7 +2966,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 110,
    "id": "43791e9a",
    "metadata": {},
    "outputs": [
@@ -2197,6 +3018,79 @@
     "print(describe_dataset(documents=newseye_train_de_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "b9b6ce3a",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "e59d42ca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "newseye_test_de_docs = parse_tsv(file_path=newseye_test_de_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "49cacfd5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/newseye/de/HIPE-2022-v2.1-newseye-test-de.tsv \n",
+      "Number of documents: 13 \n",
+      "Number of entities: {'coarse_lit': 2401, 'fine_lit': 13, 'nested': 100} \n",
+      "Number of tokens: 99775 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |      15 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |    1222 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |     353 |\n",
+      "+-----------+---------+\n",
+      "| PER       |     811 |\n",
+      "+-----------+---------+\n",
+      "fine_lit\n",
+      "+------------+---------+\n",
+      "|            |   count |\n",
+      "+============+=========+\n",
+      "| PER.author |      13 |\n",
+      "+------------+---------+\n",
+      "nested\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |       2 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |      30 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |      29 |\n",
+      "+-----------+---------+\n",
+      "| PER       |      39 |\n",
+      "+-----------+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=newseye_test_de_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "872b6a68",
@@ -2215,7 +3109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 113,
    "id": "a6550817",
    "metadata": {},
    "outputs": [],
@@ -2226,7 +3120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 114,
    "id": "2ef3872d",
    "metadata": {},
    "outputs": [
@@ -2286,7 +3180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 115,
    "id": "d183a069",
    "metadata": {},
    "outputs": [],
@@ -2297,7 +3191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 116,
    "id": "06e61ccb",
    "metadata": {},
    "outputs": [
@@ -2349,6 +3243,77 @@
     "print(describe_dataset(documents=newseye_train_fi_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8585309d",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "7d4e29a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "newseye_test_fi_docs = parse_tsv(file_path=newseye_test_fi_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "d37bb572",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/newseye/fi/HIPE-2022-v2.1-newseye-test-fi.tsv \n",
+      "Number of documents: 24 \n",
+      "Number of entities: {'coarse_lit': 691, 'fine_lit': 7, 'nested': 42} \n",
+      "Number of tokens: 14963 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |      22 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |     262 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |      54 |\n",
+      "+-----------+---------+\n",
+      "| PER       |     353 |\n",
+      "+-----------+---------+\n",
+      "fine_lit\n",
+      "+------------+---------+\n",
+      "|            |   count |\n",
+      "+============+=========+\n",
+      "| PER.author |       7 |\n",
+      "+------------+---------+\n",
+      "nested\n",
+      "+-----+---------+\n",
+      "|     |   count |\n",
+      "+=====+=========+\n",
+      "| LOC |      29 |\n",
+      "+-----+---------+\n",
+      "| ORG |      10 |\n",
+      "+-----+---------+\n",
+      "| PER |       3 |\n",
+      "+-----+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=newseye_test_fi_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "74083291",
@@ -2367,7 +3332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 119,
    "id": "266f8bee",
    "metadata": {},
    "outputs": [],
@@ -2378,7 +3343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 120,
    "id": "42c4a49a",
    "metadata": {},
    "outputs": [
@@ -2438,7 +3403,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 121,
    "id": "cc962b4f",
    "metadata": {},
    "outputs": [],
@@ -2449,7 +3414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 122,
    "id": "b6f6f2e4",
    "metadata": {},
    "outputs": [
@@ -2501,6 +3466,71 @@
     "print(describe_dataset(documents=newseye_train_sv_docs))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "89d1ad9a",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "40406c49",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "newseye_test_sv_docs = parse_tsv(file_path=newseye_test_sv_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "018bf812",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/newseye/sv/HIPE-2022-v2.1-newseye-test-sv.tsv \n",
+      "Number of documents: 21 \n",
+      "Number of entities: {'coarse_lit': 604, 'nested': 26} \n",
+      "Number of tokens: 16162 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-----------+---------+\n",
+      "|           |   count |\n",
+      "+===========+=========+\n",
+      "| HumanProd |      22 |\n",
+      "+-----------+---------+\n",
+      "| LOC       |     313 |\n",
+      "+-----------+---------+\n",
+      "| ORG       |      60 |\n",
+      "+-----------+---------+\n",
+      "| PER       |     209 |\n",
+      "+-----------+---------+\n",
+      "nested\n",
+      "+-----+---------+\n",
+      "|     |   count |\n",
+      "+=====+=========+\n",
+      "| LOC |      20 |\n",
+      "+-----+---------+\n",
+      "| ORG |       2 |\n",
+      "+-----+---------+\n",
+      "| PER |       4 |\n",
+      "+-----+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=newseye_test_sv_docs))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "170e049d",
@@ -2521,12 +3551,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 125,
    "id": "263a7947",
    "metadata": {},
    "outputs": [],
    "source": [
-    "sonar_dev_de_path = os.path.join(HIPE2022_data_path, f\"sonar/de/HIPE-2022-{RELEASE_VERSION}-sonar-dev-de.tsv\")"
+    "sonar_dev_de_path = os.path.join(HIPE2022_data_path, f\"sonar/de/HIPE-2022-{RELEASE_VERSION}-sonar-dev-de.tsv\")\n",
+    "sonar_test_de_path = os.path.join(HIPE2022_data_path, f\"sonar/de/HIPE-2022-{RELEASE_VERSION}-sonar-test-de.tsv\")"
    ]
   },
   {
@@ -2539,7 +3570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 126,
    "id": "d5ac5fcb",
    "metadata": {},
    "outputs": [],
@@ -2550,7 +3581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 127,
    "id": "fba9bf96",
    "metadata": {},
    "outputs": [
@@ -2562,7 +3593,7 @@
       "Path of the TSV file: ./data/v2.1/sonar/de/HIPE-2022-v2.1-sonar-dev-de.tsv \n",
       "Number of documents: 10 \n",
       "Number of entities: {'coarse_lit': 654} \n",
-      "Number of tokens: 17564 \n",
+      "Number of tokens: 17476 \n",
       "Entity breakdown by type: coarse_lit\n",
       "+-----+---------+\n",
       "|     |   count |\n",
@@ -2581,6 +3612,59 @@
     "# print some basic stats for the TSV dataset \n",
     "print(describe_dataset(documents=sonar_dev_de_docs))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c5c90f0d",
+   "metadata": {},
+   "source": [
+    "#### Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "b9081feb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# parse the TSV into a list of `HipeDocument` objects\n",
+    "sonar_test_de_docs = parse_tsv(file_path=sonar_test_de_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "7b84855f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Path of the TSV file: ./data/v2.1/sonar/de/HIPE-2022-v2.1-sonar-test-de.tsv \n",
+      "Number of documents: 10 \n",
+      "Number of entities: {'coarse_lit': 471} \n",
+      "Number of tokens: 15463 \n",
+      "Entity breakdown by type: coarse_lit\n",
+      "+-----+---------+\n",
+      "|     |   count |\n",
+      "+=====+=========+\n",
+      "| LOC |     177 |\n",
+      "+-----+---------+\n",
+      "| ORG |     111 |\n",
+      "+-----+---------+\n",
+      "| PER |     183 |\n",
+      "+-----+---------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print some basic stats for the TSV dataset \n",
+    "print(describe_dataset(documents=sonar_test_de_docs))"
+   ]
   }
  ],
  "metadata": {