sync

.gitattributes

@@ -53,3 +53,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+title_31K_G/test_title_long_2404.18893v1.json filter=lfs diff=lfs merge=lfs -text
+title_31K_G/train_title_long_2307.14619v5.json filter=lfs diff=lfs merge=lfs -text
+title_31K_G/train_title_long_2402.05451v1.json filter=lfs diff=lfs merge=lfs -text
+title_31K_G/train_title_long_2402.18917v1.json filter=lfs diff=lfs merge=lfs -text
+title_31K_G/train_title_long_2403.05943v1.json filter=lfs diff=lfs merge=lfs -text
+abs_29K_G/test_abstract_long_2404.18893v1.json filter=lfs diff=lfs merge=lfs -text
+abs_29K_G/train_abstract_long_2307.14619v5.json filter=lfs diff=lfs merge=lfs -text
+abs_29K_G/train_abstract_long_2402.05451v1.json filter=lfs diff=lfs merge=lfs -text
+abs_29K_G/train_abstract_long_2403.05943v1.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,669 @@
+---
+license: cc-by-4.0
+task_categories:
+- summarization
+- text-generation
+language:
+- en
+tags:
+- croissant
+size_categories:
+- 10K<n<100K
+dataset_info:
+- config_name: title_10K
+  features:
+  - name: url
+    dtype: string
+  - name: title
+    dtype: string
+  - name: abstract
+    dtype: string
+  - name: authors
+    dtype: string
+  - name: published
+    dtype: string
+  - name: primary_cat
+    dtype: string
+  - name: gt
+    dtype: string
+  splits:
+  - name: train
+  - name: validation
+  - name: test
+- config_name: abs_9K
+  features:
+  - name: url
+    dtype: string
+  - name: title
+    dtype: string
+  - name: abstract
+    dtype: string
+  - name: authors
+    dtype: string
+  - name: published
+    dtype: string
+  - name: primary_cat
+    dtype: string
+  - name: gt
+    dtype: string
+  splits:
+  - name: train
+  - name: validation
+  - name: test
+configs:
+- config_name: title_10K
+  data_files:
+  - split: train
+    path: title_10K/train_*.json
+  - split: validation
+    path: title_10K/validation_*.json
+  - split: test
+    path: title_10K/test_*.json
+- config_name: abs_9K
+  data_files:
+  - split: train
+    path: abs_9K/train_*.json
+  - split: validation
+    path: abs_9K/validation_*.json
+  - split: test
+    path: abs_9K/test_*.json
+pretty_name: AcademicEval
+---
+
+
+<p><h1>AcademicEval Dataset Introduction</h1></p>
+We proposed <b><i>AcademicEval</i></b>, a live benchmark for evaluating LLMs over long-context generation tasks. <b><i>AcademicEval</i></b> adopts papers on arXiv to introduce several acadeic writing tasks with long-context inputs, <i>i.e.</i>, <b><i>Title, Abstract, Introduction, Related Work</i></b>, wich covers a wide range of abstraction levels and require no manual labeling. 
+
+Comparing to existing long-context LLM benchmarks, our Comparing to existing long-context LLM benchmarks, our AcademicEval offers flexible length, automatic annotation, hierarchical abstraction, few-shot demonstrations, and live updates without data leakage risks. offers flexible length, automatic annotation, hierarchical abstraction, few-shot demonstrations, and live updates without data leakage risks.
+
+
+
+<table class="comparison-table">
+  <thead>
+    <tr>
+      <th>Benchmark</th>
+      <th>Avg Len</th>
+      <th>Automatic Annotation</th>
+      <th>Hierarchical Abstraction</th>
+      <th>Few-shot Demonstrations</th>
+      <th>Live Update</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>ZeroSCROLLS (Shaham et al., 2023)</td>
+      <td>~10K</td>
+      <td><span style="color: green;">&#x2713;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td>L-Eval (An et al., 2023)</td>
+      <td>~8K</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td>BAMBOO (Dong et al., 2023)</td>
+      <td>~16K</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td>LongBench (Bai et al., 2023)</td>
+      <td>~8K</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: green;">&#x2713;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td>LooGLE (Li et al., 2023)</td>
+      <td>~20K</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td>∞Bench (Zhang et al., 2024)</td>
+      <td>~200K</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+      <td><span style="color: red;">&#x2718;</td>
+    </tr>
+    <tr>
+      <td><strong>AcademicEval (ours)</strong></td>
+      <td><strong>Flexible</strong></td>
+      <td><span style="color: green;">&#x2713;</td>
+      <td><span style="color: green;">&#x2713;</td>
+      <td><span style="color: green;">&#x2713;</td>
+      <td><span style="color: green;">&#x2713;</td>
+    </tr>
+  </tbody>
+</table>
+<style>
+  .comparison-table td:nth-child(3) span {
+    color: green;
+  }
+  .comparison-table td:nth-child(4) span {
+    color: red;
+  }
+  .comparison-table td {
+  text-align: center;
+}
+</style>
+ 
+# Leaderboard 
+Here we present our initial experiment on selected standard LLMs, long-context LLMs, and RALM. We listed the leaderboard for each task mentioned.
+> **More will be available soon.**
+## Title Writing
+<!-- Table 1: Title Writing -->
+  <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
+    <caption><strong>Title Writing Task Leaderboard.</strong></caption>
+      <thead>
+          <tr>
+              <th rowspan="2" style="font-size: small;">Method</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">TITLE-10K</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">TITLE-30K</th>
+              <th colspan="2" style="text-align: center; font-size: small;">TITLE-31K-G</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">TITLE-50K-M</th>
+              <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
+              <th rowspan="2" style="font-size: small;">Date</th>
+          </tr>
+           <tr>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+          </tr>
+          <!-- <tr>
+              <th style="background-color: #e6f7ff; font-size: small;">TITLE-10K</th>
+              <th style="background-color: #e6f7ff; font-size: small;">TITLE-30K</th>
+              <th style="background-color: #fff2e6; font-size: small;">TITLE-31K-G</th>
+              <th style="background-color: #fff2e6; font-size: small;">TITLE-50K-M</th>
+          </tr> -->
+      </thead>
+      <tbody>
+          <tr>
+              <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
+              <td style="font-size: small; text-align: center; ">65.7</td>
+              <td style="font-size: small; text-align: center; ">43.9</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
+              <td style="font-size: small; text-align: center; "><b><u>74.0</u></b></td>
+              <td style="font-size: small; text-align: center; "><b><u>45.4</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
+              <td style="font-size: small; text-align: center;">73.6</td>
+              <td style="font-size: small; text-align: center;">42.5</td>
+              <td style="font-size: small; text-align: center;"><b><u>73.0</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>42.9</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>73.1</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>42.8</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">73.3</td>
+              <td style="font-size: small; text-align: center;">43.1</td>
+              <td style="font-size: small; text-align: center;">72.3</td>
+              <td style="font-size: small; text-align: center;">41.4</td>
+              <td style="font-size: small; text-align: center;">72.3</td>
+              <td style="font-size: small; text-align: center;">41.1</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">73.9</td>
+              <td style="font-size: small; text-align: center;">43.0</td>
+              <td style="font-size: small; text-align: center;">72.8</td>
+              <td style="font-size: small; text-align: center;">42.4</td>
+              <td style="font-size: small; text-align: center;">72.6</td>
+              <td style="font-size: small; text-align: center;">42.7</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">66.5</td>
+              <td style="font-size: small; text-align: center;">38.6</td>
+              <td style="font-size: small; text-align: center;">64.1</td>
+              <td style="font-size: small; text-align: center;">36.1</td>
+              <td style="font-size: small; text-align: center;">64.0</td>
+              <td style="font-size: small; text-align: center;">36.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">73.1</td>
+              <td style="font-size: small; text-align: center;">43.3</td>
+              <td style="font-size: small; text-align: center;">67.9</td>
+              <td style="font-size: small; text-align: center;">29.5</td>
+              <td style="font-size: small; text-align: center;">67.8</td>
+              <td style="font-size: small; text-align: center;">29.2</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+      </tbody>
+  </table>
+
+
+## Abstract Writing
+<!-- Table 2: Abstract Writing -->
+  <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
+    <caption><strong>Abstract Writing Task Leaderboard.</strong></caption>
+      <thead>
+          <tr>
+              <th rowspan="2" style="font-size: small;">Method</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">ABS-9K</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">ABS-28K</th>
+              <th colspan="2" style="text-align: center; font-size: small;">ABS-29K-G</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">ABS-48K-M</th>
+              <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
+              <th rowspan="2" style="font-size: small;">Date</th>
+          </tr>
+           <tr>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+          </tr>
+      </thead>
+      <tbody>
+          <tr>
+              <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
+              <td style="font-size: small; text-align: center; ">59.7</td>
+              <td style="font-size: small; text-align: center; ">21.3</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
+              <td style="font-size: small; text-align: center; "><b><u>62.5</u></b></td>
+              <td style="font-size: small; text-align: center; ">24.4</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
+              <td style="font-size: small; text-align: center;">62.4</td>
+              <td style="font-size: small; text-align: center;">23.6</td>
+              <td style="font-size: small; text-align: center;">61.3</td>
+              <td style="font-size: small; text-align: center;">22.6</td>
+              <td style="font-size: small; text-align: center;">61.3</td>
+              <td style="font-size: small; text-align: center;">22.7</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">61.3</td>
+              <td style="font-size: small; text-align: center;">23.6</td>
+              <td style="font-size: small; text-align: center;">61.1</td>
+              <td style="font-size: small; text-align: center;">23.6</td>
+              <td style="font-size: small; text-align: center;">61.2</td>
+              <td style="font-size: small; text-align: center;">24.1</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">62.2</td>
+              <td style="font-size: small; text-align: center;"><b><u>25.5</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>61.9</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>25.1</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>62.4</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>25.8</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">58.2</td>
+              <td style="font-size: small; text-align: center;">20.2</td>
+              <td style="font-size: small; text-align: center;">55.4</td>
+              <td style="font-size: small; text-align: center;">17.5</td>
+              <td style="font-size: small; text-align: center;">55.2</td>
+              <td style="font-size: small; text-align: center;">17.0</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">59.8</td>
+              <td style="font-size: small; text-align: center;">21.3</td>
+              <td style="font-size: small; text-align: center;">56.0</td>
+              <td style="font-size: small; text-align: center;">17.3</td>
+              <td style="font-size: small; text-align: center;">56.1</td>
+              <td style="font-size: small; text-align: center;">17.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+      </tbody>
+  </table>
+
+## Introduction Writing
+<!-- Table 3: Introduction Writing -->
+  <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
+    <caption><strong>Introduction Writing Task Leaderboard.</strong></caption>
+      <thead>
+          <tr>
+              <th rowspan="2" style="font-size: small;">Method</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">INTRO-8K</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">INTRO-28K</th>
+              <th colspan="2" style="text-align: center; font-size: small;">INTRO-28K-G</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">INTRO-48K-M</th>
+              <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
+              <th rowspan="2" style="font-size: small;">Date</th>
+          </tr>
+           <tr>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+          </tr>
+      </thead>
+      <tbody>
+          <tr>
+              <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
+              <td style="font-size: small; text-align: center; ">56.2</td>
+              <td style="font-size: small; text-align: center; ">15.6</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
+              <td style="font-size: small; text-align: center; "><b><u>57.0</u></b></td>
+              <td style="font-size: small; text-align: center; "><b><u>18.5</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
+              <td style="font-size: small; text-align: center;">56.8</td>
+              <td style="font-size: small; text-align: center;">16.8</td>
+              <td style="font-size: small; text-align: center;">56.0</td>
+              <td style="font-size: small; text-align: center;">16.8</td>
+              <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
+              <td style="font-size: small; text-align: center;">16.9</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">55.9</td>
+              <td style="font-size: small; text-align: center;">17.8</td>
+              <td style="font-size: small; text-align: center;">55.4</td>
+              <td style="font-size: small; text-align: center;">18.0</td>
+              <td style="font-size: small; text-align: center;">55.4</td>
+              <td style="font-size: small; text-align: center;"><b><u>18.2</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">56.5</td>
+              <td style="font-size: small; text-align: center;">18.4</td>
+              <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>18.1</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>18.2</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">56.1</td>
+              <td style="font-size: small; text-align: center;">15.6</td>
+              <td style="font-size: small; text-align: center;">55.6</td>
+              <td style="font-size: small; text-align: center;">15.1</td>
+              <td style="font-size: small; text-align: center;">55.7</td>
+              <td style="font-size: small; text-align: center;">15.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">56.6</td>
+              <td style="font-size: small; text-align: center;">18.0</td>
+              <td style="font-size: small; text-align: center;">55.0</td>
+              <td style="font-size: small; text-align: center;">16.4</td>
+              <td style="font-size: small; text-align: center;">55.1</td>
+              <td style="font-size: small; text-align: center;">16.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+      </tbody>
+  </table>
+
+## Related Work Writing
+<!-- Table 4: Related Work Writing -->
+  <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
+    <caption><strong>Related Work Writing Task Leaderboard.</strong></caption>
+      <thead>
+          <tr>
+              <th rowspan="2" style="font-size: small;">Method</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">RELATED-34K</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">RELATED-53K</th>
+              <th colspan="2" style="text-align: center; font-size: small;">RELATED-53K-G</th>
+              <th colspan="2" style="text-align: center;  font-size: small;">RELATED-72K-M</th>
+              <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
+              <th rowspan="2" style="font-size: small;">Date</th>
+          </tr>
+           <tr>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+              <th style="font-size: small;">BERTscore</th>
+              <th style="font-size: small;">RougeL</th>
+          </tr>
+      </thead>
+      <tbody>
+          <tr>
+              <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
+              <td style="font-size: small; text-align: center; ">52.4</td>
+              <td style="font-size: small; text-align: center; ">13.8</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; text-align: center; ">N/A</td>
+              <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
+              <td style="font-size: small; text-align: center; ">56.5</td>
+              <td style="font-size: small; text-align: center; "><b><u>14.7</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
+              <td style="font-size: small; text-align: center;"><b><u>57.1</u></b></td>
+              <td style="font-size: small; text-align: center;">14.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">56.0</td>
+              <td style="font-size: small; text-align: center;">13.6</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
+              <td style="font-size: small; text-align: center;">55.8</td>
+              <td style="font-size: small; text-align: center;">13.8</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">51.4</td>
+              <td style="font-size: small; text-align: center;">12.0</td>
+              <td style="font-size: small; text-align: center;">51.3</td>
+              <td style="font-size: small; text-align: center;">12.3</td>
+              <td style="font-size: small; text-align: center;">51.3</td>
+              <td style="font-size: small; text-align: center;">12.3</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+          <tr>
+              <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
+              <td style="font-size: small; text-align: center;">54.6</td>
+              <td style="font-size: small; text-align: center;">13.6</td>
+              <td style="font-size: small; text-align: center;"><b><u>54.7</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>13.6</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>54.7</u></b></td>
+              <td style="font-size: small; text-align: center;"><b><u>13.6</u></b></td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small; text-align: center;">N/A</td>
+              <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
+              <td style="font-size: small;">2024-5-19</td>
+          </tr>
+      </tbody>
+  </table>
+
+
+<!-- ![OpenOrca Logo](https://huggingface.co/datasets/Open-Orca/OpenOrca/resolve/main/OpenOrcaLogo.png "OpenOrca Logo") -->
+
+
+
+
+
+
+
+
+
+
+
+
+
+# Citation
+Currently under anonymous submission. More information will be disclosed soon.