diff --git a/app.py b/app.py
index e9ac96ec24f2782d76a99674260ed83d88b77510..03fcd2d06ecf6f8c91e59d5516ab8d458b124f4c 100644
--- a/app.py
+++ b/app.py
@@ -22,10 +22,21 @@ def make_default_md():
 
 
 def make_arena_leaderboard_md(total_models):
-    leaderboard_md = f"""Total #models: **{total_models}**. Last updated: Feb 28, 2024."""
+    leaderboard_md = f"""Total #models: **{total_models}**. Last updated: Mar 29, 2024."""
     return leaderboard_md
 
 
+def make_model_desc_md(f_len):
+    desc_md = make_arena_leaderboard_md(f_len)
+    models = next(os.walk('info'))[2]
+    for model in models:
+        model_name = model.split('.md')[0]
+        with open(os.path.join('info', model), 'r') as f:
+            description = f.read()
+
+        desc_md += f"\n\n### {model_name}\n{description}"
+    return desc_md
+
 
 def model_hyperlink(model_name, link):
     return f'<a target="_blank" href="{link}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">{model_name}</a>'
@@ -110,6 +121,11 @@ def build_leaderboard_tab(folders):
                         column_widths=[50, 200] + [100] * len(msg_lengths),
                         wrap=True,
                     )
+
+        with gr.Tab("Model description", id=tab_id + 1):
+            desc_md = make_model_desc_md(len(folders))
+            gr.Markdown(desc_md, elem_id="leaderboard_markdown")
+
     return [md_1]
 
 block_css = """
diff --git a/info/ARMT.md b/info/ARMT.md
new file mode 100644
index 0000000000000000000000000000000000000000..547ad668e2fcd5f04fee08652a0aaf259aa97630
--- /dev/null
+++ b/info/ARMT.md
@@ -0,0 +1 @@
+ARMT is an associative memory version of RMT. Please refer to [ [code](https://github.com/RodkinIvan/t5-experiments/) ]
\ No newline at end of file
diff --git a/info/GPT.md b/info/GPT.md
new file mode 100644
index 0000000000000000000000000000000000000000..fa7c67aab8d34116f867fa854c0a736c8bd09549
--- /dev/null
+++ b/info/GPT.md
@@ -0,0 +1,27 @@
+We use the following prompts for GPT-4-Turbo and Mistral models:
+
+#### qa1
+
+```
+I will give you context with the facts about positions of different persons hidden
+in some random text and a question. You need to answer the question based only on
+the information from the facts. If a person was in different locations, use the
+latest location to answer the question.
+<example>
+Charlie went to the hallway. Judith come back to the kitchen. Charlie travelled to
+balcony. Where is Charlie?
+Answer: The most recent location of Charlie is balcony.
+</example>
+<example>
+Alan moved to the garage. Charlie went to the beach. Alan went to the shop. Rouse
+travelled to balcony. Where is Alan?
+Answer: The most recent location of Alan is shop.
+</example>
+<context>
+{qa1 query with noise}
+</context>
+QUESTION: {qa1 question}
+Always return your answer in the following format: The most recent location of
+’person’ is ’location’. Do not write anything else after that.
+```
+For prompts for other qa tasks please refer to the [ [paper](https://arxiv.org/abs/2402.10790) ]. 
\ No newline at end of file
diff --git a/info/RMT.md b/info/RMT.md
new file mode 100644
index 0000000000000000000000000000000000000000..c1f41bdd696a2165c94b4c59e3b22bac15c450cc
--- /dev/null
+++ b/info/RMT.md
@@ -0,0 +1,3 @@
+RMT is a memory-augmented segment-level recurrent Transformer. We implement our memory mechanism as a wrapper for any Hugging Face model by adding special memory tokens to the input sequence. The model is trained to control both memory operations and sequence representations processing.
+
+See: [ [paper](https://arxiv.org/abs/2402.10790) ] and [ [code](https://github.com/booydar/recurrent-memory-transformer/tree/babilong-release) ] for **Recurrent Memory Transformer** implementation and training examples.
\ No newline at end of file
diff --git a/notebooks/add_results_copy_paste.ipynb b/notebooks/add_results_copy_paste.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7a5a353f115c199e715bc2d71bcb52d588ae3890
--- /dev/null
+++ b/notebooks/add_results_copy_paste.ipynb
@@ -0,0 +1,264 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import pandas as pd\n",
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "out_path = \"results/\"\n",
+    "lens = [0, 4000,8000,16000,32000,64000,128000,500000,1000000,10000000]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!rm -r results/*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RMT ['100,0', '100,0', '99,9', '100,0', '100,0', '99,6', '99,1', '96,4', '94,2', '76,4']\n",
+      "RMT-Retrieval ['100,0', '99,9', '99,8', '99,9', '99,9', '99,7', '99,5', '97,5', '97,4', '86,0']\n",
+      "GPT4 ['100,0', '97,0', '93,0', '66,0', '43,0', '30,0', '24,0', '', '', '']\n",
+      "GPT4 + RAG by sentences ['', '61,5', '59,0', '55,5', '55,5', '55,0', '55,5', '51,0', '51,0', '19,5']\n",
+      "GPT4 + Retrieve sentences (new 100 samples) ['', '63,0', '61,0', '60,0', '60,0', '56,0', '55,0', '55,0', '52,0', '28,0']\n",
+      "GPT4 + RAG by segments ['', '70,0', '58,0', '54,0', '42,0', '24,0', '16,0', '12,0', '12,0', '4,0']\n",
+      "GPT-3.5 ['', '88,0', '44,0', '24,0', '', '', '', '', '', '']\n",
+      "GPT-3.5 fine-tuned (trained on 100 samples) ['', '84,0', '72,0', '64,0', '', '', '', '', '', '']\n",
+      "GPT-3.5 fine-tuned (trained on 1000 samples) ['', '94,0', '96,0', '95,0', '', '', '', '', '', '']\n",
+      "ARMT ['', '99,9', '99,9', '99,9', '100,0', '100,0', '100,0', '99,9', '99,4', '97,4']\n",
+      "Mistral medium (xxB) ['', '73,0', '75,0', '58,0', '33,0', '', '', '', '', '']\n"
+     ]
+    }
+   ],
+   "source": [
+    "task_name = 'qa1'\n",
+    "qa1_results = '''RMT\t100,0\t100,0\t99,9\t100,0\t100,0\t99,6\t99,1\t96,4\t94,2\t76,4\n",
+    "RMT-Retrieval\t100,0\t99,9\t99,8\t99,9\t99,9\t99,7\t99,5\t97,5\t97,4\t86,0\n",
+    "GPT4\t100,0\t97,0\t93,0\t66,0\t43,0\t30,0\t24,0\t\t\t\n",
+    "GPT4 + RAG by sentences\t\t61,5\t59,0\t55,5\t55,5\t55,0\t55,5\t51,0\t51,0\t19,5\n",
+    "GPT4 + Retrieve sentences (new 100 samples)\t\t63,0\t61,0\t60,0\t60,0\t56,0\t55,0\t55,0\t52,0\t28,0\n",
+    "GPT4 + RAG by segments\t\t70,0\t58,0\t54,0\t42,0\t24,0\t16,0\t12,0\t12,0\t4,0\n",
+    "GPT-3.5\t\t88,0\t44,0\t24,0\t\t\t\t\t\t\n",
+    "GPT-3.5 fine-tuned (trained on 100 samples)\t\t84,0\t72,0\t64,0\t\t\t\t\t\t\n",
+    "GPT-3.5 fine-tuned (trained on 1000 samples)\t\t94,0\t96,0\t95,0\t\t\t\t\t\t\n",
+    "ARMT\t\t99,9\t99,9\t99,9\t100,0\t100,0\t100,0\t99,9\t99,4\t97,4\n",
+    "Mistral medium (xxB)\t\t73,0\t75,0\t58,0\t33,0\t\t\t\t\t'''\n",
+    "results = qa1_results.split('\\n')\n",
+    "for r in results:\n",
+    "    model_name = r.split('\\t')[0]\n",
+    "    numbers = r.split('\\t')[1:] \n",
+    "    print(model_name, numbers)\n",
+    "\n",
+    "    model_dir = os.path.join(out_path, model_name)\n",
+    "    os.makedirs(model_dir, exist_ok=True)\n",
+    "\n",
+    "    model_task_dir = os.path.join(model_dir, task_name)\n",
+    "    os.makedirs(model_task_dir, exist_ok=True)\n",
+    "\n",
+    "    for l, n in zip(lens, numbers):\n",
+    "        len_file = os.path.join(model_task_dir, f'{l}.csv')\n",
+    "        n = re.sub(',', '.', n)\n",
+    "        try:\n",
+    "            n = float(n) / 100\n",
+    "            df = pd.DataFrame({\"result\": n}, index=[0])\n",
+    "            df.to_csv(len_file, index=False)\n",
+    "        except ValueError:\n",
+    "            n = None\n",
+    "        \n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "task_name = 'qa2'\n",
+    "qa2_results = '''RMT\t97,7\t98,9\t98,4\t96,1\t87,4\t72,7\t56,3\t32\t25,5\t16,2\n",
+    "RMT-Retrieval\t97,7\t98,0\t97,2\t93,4\t85,6\t71,6\t54,9\t31,8\t26,3\t13,0\n",
+    "GPT4\t84,0\t72,0\t60,0\t52,0\t24,0\t4,0\t8,0\t\t\t\n",
+    "ARMT\t\t99,8\t100,0\t100,0\t100,0\t100,0\t100,0\t99,7\t99,6\t81,7'''\n",
+    "results = qa2_results.split('\\n')\n",
+    "for r in results:\n",
+    "    model_name = r.split('\\t')[0]\n",
+    "    numbers = r.split('\\t')[1:] \n",
+    "\n",
+    "    model_dir = os.path.join(out_path, model_name)\n",
+    "    os.makedirs(model_dir, exist_ok=True)\n",
+    "\n",
+    "    model_task_dir = os.path.join(model_dir, task_name)\n",
+    "    os.makedirs(model_task_dir, exist_ok=True)\n",
+    "\n",
+    "    for l, n in zip(lens, numbers):\n",
+    "        len_file = os.path.join(model_task_dir, f'{l}.csv')\n",
+    "        n = re.sub(',', '.', n)\n",
+    "        try:\n",
+    "            n = float(n) / 100\n",
+    "            df = pd.DataFrame({\"result\": n}, index=[0])\n",
+    "            df.to_csv(len_file, index=False)\n",
+    "        except ValueError:\n",
+    "            n = None\n",
+    "        \n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "task_name = 'qa3'\n",
+    "qa3_results = '''RMT\t94,4\t83,6\t73,8\t70,2\t61,8\t51,9\t42,9\t25,9\t24,8\t21\n",
+    "RMT-Retrieval\t94,4\t83,8\t76,0\t72,0\t62,5\t52,9\t41,9\t25,5\t22,2\t16,4\n",
+    "GPT4\t56,0\t32,0\t24,0\t28,0\t28,0\t12,0\t4,0\t\t\t\n",
+    "ARMT\t\t90,9\t92,0\t92,7\t90,7\t88,3\t80,4\t67,9\t56,4\t27,5'''\n",
+    "results = qa3_results.split('\\n')\n",
+    "for r in results:\n",
+    "    model_name = r.split('\\t')[0]\n",
+    "    numbers = r.split('\\t')[1:] \n",
+    "\n",
+    "    model_dir = os.path.join(out_path, model_name)\n",
+    "    os.makedirs(model_dir, exist_ok=True)\n",
+    "\n",
+    "    model_task_dir = os.path.join(model_dir, task_name)\n",
+    "    os.makedirs(model_task_dir, exist_ok=True)\n",
+    "\n",
+    "    for l, n in zip(lens, numbers):\n",
+    "        len_file = os.path.join(model_task_dir, f'{l}.csv')\n",
+    "        n = re.sub(',', '.', n)\n",
+    "        try:\n",
+    "            n = float(n) / 100\n",
+    "            df = pd.DataFrame({\"result\": n}, index=[0])\n",
+    "            df.to_csv(len_file, index=False)\n",
+    "        except ValueError:\n",
+    "            n = None\n",
+    "        \n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "qa4_results = '''RMT\t99,8\t82,3\t81,9\t79,2\t70,5\t51,2\t40\t29,4\t27,3\t17,2\n",
+    "RMT-Retrieval\t99,8\t82,50\t79,70\t76,40\t72,20\t58,80\t50,10\t32,10\t26,00\t14,00\n",
+    "GPT4\t100,0\t72,0\t60,0\t72,0\t64,0\t20,0\t36,0\t\t\t\n",
+    "ARMT\t\t100,0\t100,0\t100,0\t100,0\t100,0\t100,0\t100,0\t99,8\t93,2'''\n",
+    "\n",
+    "task_name = 'qa4'\n",
+    "results = qa4_results.split('\\n')\n",
+    "for r in results:\n",
+    "    model_name = r.split('\\t')[0]\n",
+    "    numbers = r.split('\\t')[1:] \n",
+    "\n",
+    "    model_dir = os.path.join(out_path, model_name)\n",
+    "    os.makedirs(model_dir, exist_ok=True)\n",
+    "\n",
+    "    model_task_dir = os.path.join(model_dir, task_name)\n",
+    "    os.makedirs(model_task_dir, exist_ok=True)\n",
+    "\n",
+    "    for l, n in zip(lens, numbers):\n",
+    "        len_file = os.path.join(model_task_dir, f'{l}.csv')\n",
+    "        n = re.sub(',', '.', n)\n",
+    "        try:\n",
+    "            n = float(n) / 100\n",
+    "            df = pd.DataFrame({\"result\": n}, index=[0])\n",
+    "            df.to_csv(len_file, index=False)\n",
+    "        except ValueError:\n",
+    "            n = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "qa5_results = '''RMT\t98,4\t99,3\t99,1\t97,4\t95,5\t88,5\t78,1\t56,4\t48\t27,3\n",
+    "RMT-Retrieval\t98,4\t98,80\t98,90\t98,20\t93,60\t86,20\t77,40\t55,90\t49,90\t35,00\n",
+    "GPT4\t96,0\t100,0\t84,0\t68,0\t52,0\t64,0\t48,0\t\t\t\n",
+    "ARMT\t\t99,5\t99,3\t99,4\t98,9\t98,9\t98,8\t98,2\t97,8\t87,0'''\n",
+    "\n",
+    "task_name = 'qa5'\n",
+    "results = qa5_results.split('\\n')\n",
+    "for r in results:\n",
+    "    model_name = r.split('\\t')[0]\n",
+    "    numbers = r.split('\\t')[1:] \n",
+    "\n",
+    "    model_dir = os.path.join(out_path, model_name)\n",
+    "    os.makedirs(model_dir, exist_ok=True)\n",
+    "\n",
+    "    model_task_dir = os.path.join(model_dir, task_name)\n",
+    "    os.makedirs(model_task_dir, exist_ok=True)\n",
+    "\n",
+    "    for l, n in zip(lens, numbers):\n",
+    "        len_file = os.path.join(model_task_dir, f'{l}.csv')\n",
+    "        n = re.sub(',', '.', n)\n",
+    "        try:\n",
+    "            n = float(n) / 100\n",
+    "            df = pd.DataFrame({\"result\": n}, index=[0])\n",
+    "            df.to_csv(len_file, index=False)\n",
+    "        except ValueError:\n",
+    "            n = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/results/ARMT/qa1/1000000.csv b/results/ARMT/qa1/1000000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e37ae6562a17ef3d28246fdfb97356fc9c6cf081
--- /dev/null
+++ b/results/ARMT/qa1/1000000.csv
@@ -0,0 +1,2 @@
+result
+0.9940000000000001
diff --git a/results/ARMT/qa1/10000000.csv b/results/ARMT/qa1/10000000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c21f27b70cd7f93717d8b59c2455fbf253fac75f
--- /dev/null
+++ b/results/ARMT/qa1/10000000.csv
@@ -0,0 +1,2 @@
+result
+0.9740000000000001
diff --git a/results/ARMT/qa1/128000.csv b/results/ARMT/qa1/128000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
+++ b/results/ARMT/qa1/128000.csv
@@ -0,0 +1,2 @@
+result
+1.0
diff --git a/results/ARMT/qa1/16000.csv b/results/ARMT/qa1/16000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f072598258cbc7e7200addd66867afc1410e938c
--- /dev/null
+++ b/results/ARMT/qa1/16000.csv
@@ -0,0 +1,2 @@
+result
+0.9990000000000001
diff --git a/results/ARMT/qa1/32000.csv b/results/ARMT/qa1/32000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
+++ b/results/ARMT/qa1/32000.csv
@@ -0,0 +1,2 @@
+result
+1.0
diff --git a/results/ARMT/qa1/4000.csv b/results/ARMT/qa1/4000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f072598258cbc7e7200addd66867afc1410e938c
--- /dev/null
+++ b/results/ARMT/qa1/4000.csv
@@ -0,0 +1,2 @@
+result
+0.9990000000000001
diff --git a/results/ARMT/qa1/500000.csv b/results/ARMT/qa1/500000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f072598258cbc7e7200addd66867afc1410e938c
--- /dev/null
+++ b/results/ARMT/qa1/500000.csv
@@ -0,0 +1,2 @@
+result
+0.9990000000000001
diff --git a/results/ARMT/qa1/64000.csv b/results/ARMT/qa1/64000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
+++ b/results/ARMT/qa1/64000.csv
@@ -0,0 +1,2 @@
+result
+1.0
diff --git a/results/ARMT/qa1/8000.csv b/results/ARMT/qa1/8000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f072598258cbc7e7200addd66867afc1410e938c
--- /dev/null
+++ b/results/ARMT/qa1/8000.csv
@@ -0,0 +1,2 @@
+result
+0.9990000000000001
diff --git a/results/ARMT/qa2/1000000.csv b/results/ARMT/qa2/1000000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d76580181072b6f17ef112a0df77ae7d75df91bc
--- /dev/null
+++ b/results/ARMT/qa2/1000000.csv
@@ -0,0 +1,2 @@
+result
+0.996
diff --git a/results/ARMT/qa2/10000000.csv b/results/ARMT/qa2/10000000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e01722b44677b00482c03d7fa3f1138e1db39b40
--- /dev/null
+++ b/results/ARMT/qa2/10000000.csv
@@ -0,0 +1,2 @@
+result
+0.8170000000000001
diff --git a/results/ARMT/qa2/128000.csv b/results/ARMT/qa2/128000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
+++ b/results/ARMT/qa2/128000.csv
@@ -0,0 +1,2 @@
+result
+1.0
diff --git a/results/ARMT/qa2/16000.csv b/results/ARMT/qa2/16000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
+++ b/results/ARMT/qa2/16000.csv
@@ -0,0 +1,2 @@
+result
+1.0
diff --git a/results/ARMT/qa2/32000.csv b/results/ARMT/qa2/32000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e7680dbef8e417669b25ed944afbd0c47ee5728
--- /dev/null
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