updated evals notebook

compile-results.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 145,
    "metadata": {},
    "outputs": [
     {
@@ -11,10 +11,10 @@
      "text": [
       "Defaulting to user installation because normal site-packages is not writeable\n",
       "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
       "Requirement already satisfied: numpy<2,>=1.22.4 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (1.26.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
       "Requirement already satisfied: six>=1.5 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from python-dateutil>=2.8.2->pandas) (1.15.0)\n",
       "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
       "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
@@ -36,14 +36,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 5138 results.json files\n"
+      "Found 5267 results.json files\n"
      ]
     }
    ],
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 147,
    "metadata": {},
    "outputs": [
     {
@@ -156,16 +156,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 148,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 105 models\n",
+      "Found 108 models\n",
       "Models: \n",
-      "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/flan-t5-base', 'google/gemma-2b', 'google/gemma-2b-it', 'google/gemma-7b', 'google/gemma-7b-it', 'google/flan-t5-large', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf']\n",
+      "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/flan-t5-base', 'google/gemma-2b', 'google/gemma-2b-it', 'google/gemma-7b', 'google/gemma-7b-it', 'google/flan-t5-large', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'SmerkyG/rwkv5-world-7b', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf', 'state-spaces/mamba-2.8b-hf', 'state-spaces/mamba-1.4b-hf']\n",
       "Saved to compiled-lm-eval-results.json\n"
      ]
     }
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 149,
    "metadata": {},
    "outputs": [
     {
@@ -505,6 +505,14 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
+       "      <td>SmerkyG/rwkv5-world-7b</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Base</td>\n",
        "      <td>0.525455</td>\n",
        "      <td>0.036407</td>\n",
@@ -512,7 +520,7 @@
        "      <td>0.036407</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>35</th>\n",
+       "      <th>36</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Instruct</td>\n",
        "      <td>0.528545</td>\n",
        "      <td>0.036470</td>\n",
@@ -520,7 +528,7 @@
        "      <td>0.036470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>36</th>\n",
+       "      <th>37</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Chat</td>\n",
        "      <td>0.535455</td>\n",
        "      <td>0.038723</td>\n",
@@ -528,7 +536,7 @@
        "      <td>0.038723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>37</th>\n",
+       "      <th>38</th>\n",
        "      <td>facebook/opt-2.7b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029821</td>\n",
@@ -536,7 +544,7 @@
        "      <td>0.029821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>38</th>\n",
+       "      <th>39</th>\n",
        "      <td>facebook/opt-6.7b</td>\n",
        "      <td>0.522909</td>\n",
        "      <td>0.027216</td>\n",
@@ -544,7 +552,7 @@
        "      <td>0.027216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>39</th>\n",
+       "      <th>40</th>\n",
        "      <td>facebook/opt-1.3b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029112</td>\n",
@@ -552,7 +560,7 @@
        "      <td>0.029112</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>40</th>\n",
+       "      <th>41</th>\n",
        "      <td>tiiuae/falcon-7b-instruct</td>\n",
        "      <td>0.536727</td>\n",
        "      <td>0.053430</td>\n",
@@ -560,7 +568,7 @@
        "      <td>0.053430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41</th>\n",
+       "      <th>42</th>\n",
        "      <td>tiiuae/falcon-rw-1b</td>\n",
        "      <td>0.522545</td>\n",
        "      <td>0.029446</td>\n",
@@ -568,7 +576,7 @@
        "      <td>0.029446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>42</th>\n",
+       "      <th>43</th>\n",
        "      <td>tiiuae/falcon-rw-7b</td>\n",
        "      <td>0.535818</td>\n",
        "      <td>0.033185</td>\n",
@@ -576,7 +584,7 @@
        "      <td>0.033185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>43</th>\n",
+       "      <th>44</th>\n",
        "      <td>tiiuae/falcon-7b</td>\n",
        "      <td>0.559636</td>\n",
        "      <td>0.071650</td>\n",
@@ -584,7 +592,7 @@
        "      <td>0.071650</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44</th>\n",
+       "      <th>45</th>\n",
        "      <td>huggyllama/llama-7b</td>\n",
        "      <td>0.541818</td>\n",
        "      <td>0.040718</td>\n",
@@ -592,7 +600,7 @@
        "      <td>0.040718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45</th>\n",
+       "      <th>46</th>\n",
        "      <td>meta-llama/Llama-2-7b-chat-hf</td>\n",
        "      <td>0.559818</td>\n",
        "      <td>0.054954</td>\n",
@@ -600,13 +608,29 @@
        "      <td>0.054954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
+       "      <th>47</th>\n",
        "      <td>meta-llama/Llama-2-7b-hf</td>\n",
        "      <td>0.566727</td>\n",
        "      <td>0.052515</td>\n",
        "      <td>0.566727</td>\n",
        "      <td>0.052515</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>state-spaces/mamba-2.8b-hf</td>\n",
+       "      <td>0.552909</td>\n",
+       "      <td>0.035570</td>\n",
+       "      <td>0.552909</td>\n",
+       "      <td>0.035570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>state-spaces/mamba-1.4b-hf</td>\n",
+       "      <td>0.544182</td>\n",
+       "      <td>0.031390</td>\n",
+       "      <td>0.544182</td>\n",
+       "      <td>0.031390</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -647,19 +671,22 @@
        "31                     rwkv-x-dev/v5-Eagle-7B-1_0T-HF  0.622364   \n",
        "32                            SmerkyG/rwkv6-world-1b6  0.579636   \n",
        "33                             SmerkyG/rwkv6-world-3b  0.595273   \n",
-       "34          togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
-       "35      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
-       "36          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
-       "37                                  facebook/opt-2.7b  0.521818   \n",
-       "38                                  facebook/opt-6.7b  0.522909   \n",
-       "39                                  facebook/opt-1.3b  0.521818   \n",
-       "40                          tiiuae/falcon-7b-instruct  0.536727   \n",
-       "41                                tiiuae/falcon-rw-1b  0.522545   \n",
-       "42                                tiiuae/falcon-rw-7b  0.535818   \n",
-       "43                                   tiiuae/falcon-7b  0.559636   \n",
-       "44                                huggyllama/llama-7b  0.541818   \n",
-       "45                      meta-llama/Llama-2-7b-chat-hf  0.559818   \n",
-       "46                           meta-llama/Llama-2-7b-hf  0.566727   \n",
+       "34                             SmerkyG/rwkv5-world-7b  0.000000   \n",
+       "35          togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
+       "36      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
+       "37          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
+       "38                                  facebook/opt-2.7b  0.521818   \n",
+       "39                                  facebook/opt-6.7b  0.522909   \n",
+       "40                                  facebook/opt-1.3b  0.521818   \n",
+       "41                          tiiuae/falcon-7b-instruct  0.536727   \n",
+       "42                                tiiuae/falcon-rw-1b  0.522545   \n",
+       "43                                tiiuae/falcon-rw-7b  0.535818   \n",
+       "44                                   tiiuae/falcon-7b  0.559636   \n",
+       "45                                huggyllama/llama-7b  0.541818   \n",
+       "46                      meta-llama/Llama-2-7b-chat-hf  0.559818   \n",
+       "47                           meta-llama/Llama-2-7b-hf  0.566727   \n",
+       "48                         state-spaces/mamba-2.8b-hf  0.552909   \n",
+       "49                         state-spaces/mamba-1.4b-hf  0.544182   \n",
        "\n",
        "    avg_acc_stderr  xcopa (acc)  xcopa (acc_stderr)  \n",
        "0         0.053879     0.559455            0.053879  \n",
@@ -696,22 +723,25 @@
        "31        0.072168     0.622364            0.072168  \n",
        "32        0.052056     0.579636            0.052056  \n",
        "33        0.061039     0.595273            0.061039  \n",
-       "34        0.036407     0.525455            0.036407  \n",
-       "35        0.036470     0.528545            0.036470  \n",
-       "36        0.038723     0.535455            0.038723  \n",
-       "37        0.029821     0.521818            0.029821  \n",
-       "38        0.027216     0.522909            0.027216  \n",
-       "39        0.029112     0.521818            0.029112  \n",
-       "40        0.053430     0.536727            0.053430  \n",
-       "41        0.029446     0.522545            0.029446  \n",
-       "42        0.033185     0.535818            0.033185  \n",
-       "43        0.071650     0.559636            0.071650  \n",
-       "44        0.040718     0.541818            0.040718  \n",
-       "45        0.054954     0.559818            0.054954  \n",
-       "46        0.052515     0.566727            0.052515  "
+       "34        0.000000          NaN                 NaN  \n",
+       "35        0.036407     0.525455            0.036407  \n",
+       "36        0.036470     0.528545            0.036470  \n",
+       "37        0.038723     0.535455            0.038723  \n",
+       "38        0.029821     0.521818            0.029821  \n",
+       "39        0.027216     0.522909            0.027216  \n",
+       "40        0.029112     0.521818            0.029112  \n",
+       "41        0.053430     0.536727            0.053430  \n",
+       "42        0.029446     0.522545            0.029446  \n",
+       "43        0.033185     0.535818            0.033185  \n",
+       "44        0.071650     0.559636            0.071650  \n",
+       "45        0.040718     0.541818            0.040718  \n",
+       "46        0.054954     0.559818            0.054954  \n",
+       "47        0.052515     0.566727            0.052515  \n",
+       "48        0.035570     0.552909            0.035570  \n",
+       "49        0.031390     0.544182            0.031390  "
       ]
      },
-     "execution_count": 143,
+     "execution_count": 149,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -912,30 +942,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 150,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "total 34392\n",
-      "-rw-r--r--@ 1 picocreator  staff   1.1M Mar 21 23:51 bf16-all-results-and-groups.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   286K Mar 21 23:51 bf16-all-simplified-results-and-groups.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   286K Mar 21 23:51 bf16-all-sorted-results-and-groups.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    72K Mar 21 23:51 bf16-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   1.0M Mar 21 23:51 bf16-eng-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    87K Mar 21 23:51 bf16-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   107K Mar 21 23:51 bf16-multilang-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    15K Mar 21 23:51 bf16-multilang-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    72K Mar 21 23:51 bf16-sorted-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   1.0M Mar 21 23:51 bf16-sorted-eng-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    87K Mar 21 23:51 bf16-sorted-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    15K Mar 21 23:51 bf16-sorted-multilang-summary.csv\n",
-      "-rw-r--r--  1 picocreator  staff   8.5M Mar 21 23:51 compiled-lm-eval-results.json\n",
-      "-rw-r--r--@ 1 picocreator  staff   347K Mar 21 23:51 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    25K Mar 21 23:51 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    22K Mar 21 23:51 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
+      "total 34400\n",
+      "-rw-r--r--@ 1 picocreator  staff   1.2M Mar 23 00:42 bf16-all-results-and-groups.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   300K Mar 23 00:42 bf16-all-simplified-results-and-groups.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   300K Mar 23 00:42 bf16-all-sorted-results-and-groups.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    76K Mar 23 00:42 bf16-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   1.1M Mar 23 00:42 bf16-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    91K Mar 23 00:42 bf16-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   113K Mar 23 00:42 bf16-multilang-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    16K Mar 23 00:42 bf16-multilang-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    76K Mar 23 00:42 bf16-sorted-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   1.1M Mar 23 00:42 bf16-sorted-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    91K Mar 23 00:42 bf16-sorted-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    16K Mar 23 00:42 bf16-sorted-multilang-summary.csv\n",
+      "-rw-r--r--  1 picocreator  staff   8.7M Mar 23 00:42 compiled-lm-eval-results.json\n",
+      "-rw-r--r--@ 1 picocreator  staff   347K Mar 23 00:42 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    25K Mar 23 00:42 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    22K Mar 23 00:42 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
      ]
     }
    ],