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@@ -289,16 +289,13 @@ pretty_name: AcademicEval
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  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.
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- 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.
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- **🌟Note🌟: currently, for the ease of reviewing, we only uploaded the test set of AcademicEval (The rest of AcademicEval, i.e., train and val set, can be accessed via [AcademicEval Full](https://huggingface.co/datasets/AcademicEval/AcademicEval_Full)). The data viewer above shows the preview data information of **title-10K**, **abs-9K**, and **intro-8K**. For the complete test set data, please check "Files and versions" in this page. (Croissant metadata can be downloaded by clicking "Tags" at the top of the page)**
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- **🚀Data Downloading🚀: We recommend using "clone repository" directly to download data. Compatibility with huggingface is still under construction. We will continue to optimize the data structure to make it compatible with multiple access ways.**
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  <table class="comparison-table">
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  <thead>
@@ -443,511 +440,3 @@ Comparing to existing long-context LLM benchmarks, our Comparing to existing lon
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  + **additional_graph_info:** the few-shot demonstrations with the co-author subgraph structure from co-author papers (the data fields of each demonstration are the same as above)
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- **We will continue to optimize our data structure and organization.**
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-
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-
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- # **Live Leaderboard**
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-
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- <div align=center> <img src="./live_update.png" width = 75% height="75%"/> </div>
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-
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- Here we present our initial experiment on selected standard LLMs, long-context LLMs, and RALM. We list the leaderboard for each task mentioned. **We will keep our test set data up to date periodically and conduct live evaluation of the current most advanced LLMs, which creates a competitive environment for LLM benchmarking.**
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-
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- > **More will be available soon.**
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-
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-
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- ## Title Writing
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- <!-- Table 1: Title Writing -->
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- <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
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- <caption><strong>Title Writing Task Leaderboard.</strong></caption>
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- <thead>
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- <tr>
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- <th rowspan="2" style="font-size: small;">Method</th>
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- <th colspan="2" style="text-align: center; font-size: small;">TITLE-10K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">TITLE-30K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">TITLE-31K-G</th>
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- <th colspan="2" style="text-align: center; font-size: small;">TITLE-50K-M</th>
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- <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
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- <th rowspan="2" style="font-size: small;">Date</th>
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- </tr>
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- <tr>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- </tr>
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- <!-- <tr>
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- <th style="background-color: #e6f7ff; font-size: small;">TITLE-10K</th>
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- <th style="background-color: #e6f7ff; font-size: small;">TITLE-30K</th>
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- <th style="background-color: #fff2e6; font-size: small;">TITLE-31K-G</th>
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- <th style="background-color: #fff2e6; font-size: small;">TITLE-50K-M</th>
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- </tr> -->
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- </thead>
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- <tbody>
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- <tr>
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- <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
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- <td style="font-size: small; text-align: center; ">65.7</td>
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- <td style="font-size: small; text-align: center; ">43.9</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
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- <td style="font-size: small; text-align: center; "><b><u>74.0</u></b></td>
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- <td style="font-size: small; text-align: center; "><b><u>45.4</u></b></td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
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- <td style="font-size: small; text-align: center;">73.6</td>
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- <td style="font-size: small; text-align: center;">42.5</td>
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- <td style="font-size: small; text-align: center;"><b><u>73.0</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>42.9</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>73.1</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>42.8</u></b></td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
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- <td style="font-size: small; text-align: center;">73.3</td>
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- <td style="font-size: small; text-align: center;">43.1</td>
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- <td style="font-size: small; text-align: center;">72.3</td>
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- <td style="font-size: small; text-align: center;">41.4</td>
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- <td style="font-size: small; text-align: center;">72.3</td>
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- <td style="font-size: small; text-align: center;">41.1</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
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- <td style="font-size: small; text-align: center;">73.9</td>
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- <td style="font-size: small; text-align: center;">43.0</td>
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- <td style="font-size: small; text-align: center;">72.8</td>
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- <td style="font-size: small; text-align: center;">42.4</td>
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- <td style="font-size: small; text-align: center;">72.6</td>
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- <td style="font-size: small; text-align: center;">42.7</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
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- <td style="font-size: small; text-align: center;">66.5</td>
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- <td style="font-size: small; text-align: center;">38.6</td>
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- <td style="font-size: small; text-align: center;">64.1</td>
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- <td style="font-size: small; text-align: center;">36.1</td>
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- <td style="font-size: small; text-align: center;">64.0</td>
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- <td style="font-size: small; text-align: center;">36.3</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
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- <td style="font-size: small; text-align: center;">73.1</td>
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- <td style="font-size: small; text-align: center;">43.3</td>
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- <td style="font-size: small; text-align: center;">67.9</td>
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- <td style="font-size: small; text-align: center;">29.5</td>
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- <td style="font-size: small; text-align: center;">67.8</td>
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- <td style="font-size: small; text-align: center;">29.2</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- </tbody>
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- </table>
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-
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-
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- ## Abstract Writing
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- <!-- Table 2: Abstract Writing -->
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- <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
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- <caption><strong>Abstract Writing Task Leaderboard.</strong></caption>
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- <thead>
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- <tr>
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- <th rowspan="2" style="font-size: small;">Method</th>
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- <th colspan="2" style="text-align: center; font-size: small;">ABS-9K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">ABS-28K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">ABS-29K-G</th>
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- <th colspan="2" style="text-align: center; font-size: small;">ABS-48K-M</th>
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- <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
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- <th rowspan="2" style="font-size: small;">Date</th>
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- </tr>
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- <tr>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- <th style="font-size: small;">BERTscore</th>
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- <th style="font-size: small;">RougeL</th>
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- </tr>
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- </thead>
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- <tbody>
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- <tr>
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- <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
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- <td style="font-size: small; text-align: center; ">59.7</td>
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- <td style="font-size: small; text-align: center; ">21.3</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
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- <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
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- <td style="font-size: small; text-align: center; "><b><u>62.5</u></b></td>
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- <td style="font-size: small; text-align: center; ">24.4</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
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- <td style="font-size: small; text-align: center;">62.4</td>
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- <td style="font-size: small; text-align: center;">23.6</td>
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- <td style="font-size: small; text-align: center;">61.3</td>
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- <td style="font-size: small; text-align: center;">22.6</td>
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- <td style="font-size: small; text-align: center;">61.3</td>
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- <td style="font-size: small; text-align: center;">22.7</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
650
- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
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- <td style="font-size: small; text-align: center;">61.3</td>
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- <td style="font-size: small; text-align: center;">23.6</td>
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- <td style="font-size: small; text-align: center;">61.1</td>
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- <td style="font-size: small; text-align: center;">23.6</td>
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- <td style="font-size: small; text-align: center;">61.2</td>
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- <td style="font-size: small; text-align: center;">24.1</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
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- <td style="font-size: small; text-align: center;">62.2</td>
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- <td style="font-size: small; text-align: center;"><b><u>25.5</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>61.9</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>25.1</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>62.4</u></b></td>
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- <td style="font-size: small; text-align: center;"><b><u>25.8</u></b></td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- <tr>
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- <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
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- <td style="font-size: small; text-align: center;">58.2</td>
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- <td style="font-size: small; text-align: center;">20.2</td>
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- <td style="font-size: small; text-align: center;">55.4</td>
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- <td style="font-size: small; text-align: center;">17.5</td>
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- <td style="font-size: small; text-align: center;">55.2</td>
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- <td style="font-size: small; text-align: center;">17.0</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
689
- </tr>
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- <tr>
691
- <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
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- <td style="font-size: small; text-align: center;">59.8</td>
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- <td style="font-size: small; text-align: center;">21.3</td>
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- <td style="font-size: small; text-align: center;">56.0</td>
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- <td style="font-size: small; text-align: center;">17.3</td>
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- <td style="font-size: small; text-align: center;">56.1</td>
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- <td style="font-size: small; text-align: center;">17.3</td>
698
- <td style="font-size: small; text-align: center;">N/A</td>
699
- <td style="font-size: small; text-align: center;">N/A</td>
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- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
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- </tr>
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- </tbody>
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- </table>
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-
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- ## Introduction Writing
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- <!-- Table 3: Introduction Writing -->
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- <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
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- <caption><strong>Introduction Writing Task Leaderboard.</strong></caption>
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- <thead>
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- <tr>
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- <th rowspan="2" style="font-size: small;">Method</th>
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- <th colspan="2" style="text-align: center; font-size: small;">INTRO-8K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">INTRO-28K</th>
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- <th colspan="2" style="text-align: center; font-size: small;">INTRO-28K-G</th>
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- <th colspan="2" style="text-align: center; font-size: small;">INTRO-48K-M</th>
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- <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
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- <th rowspan="2" style="font-size: small;">Date</th>
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- </tr>
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- <tr>
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- <th style="font-size: small;">BERTscore</th>
722
- <th style="font-size: small;">RougeL</th>
723
- <th style="font-size: small;">BERTscore</th>
724
- <th style="font-size: small;">RougeL</th>
725
- <th style="font-size: small;">BERTscore</th>
726
- <th style="font-size: small;">RougeL</th>
727
- <th style="font-size: small;">BERTscore</th>
728
- <th style="font-size: small;">RougeL</th>
729
- </tr>
730
- </thead>
731
- <tbody>
732
- <tr>
733
- <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
734
- <td style="font-size: small; text-align: center; ">56.2</td>
735
- <td style="font-size: small; text-align: center; ">15.6</td>
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- <td style="font-size: small; text-align: center; ">N/A</td>
737
- <td style="font-size: small; text-align: center; ">N/A</td>
738
- <td style="font-size: small; text-align: center; ">N/A</td>
739
- <td style="font-size: small; text-align: center; ">N/A</td>
740
- <td style="font-size: small; text-align: center; ">N/A</td>
741
- <td style="font-size: small; text-align: center; ">N/A</td>
742
- <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
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- <td style="font-size: small;">2024-5-19</td>
744
- </tr>
745
- <tr>
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- <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
747
- <td style="font-size: small; text-align: center; "><b><u>57.0</u></b></td>
748
- <td style="font-size: small; text-align: center; "><b><u>18.5</u></b></td>
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- <td style="font-size: small; text-align: center;">N/A</td>
750
- <td style="font-size: small; text-align: center;">N/A</td>
751
- <td style="font-size: small; text-align: center;">N/A</td>
752
- <td style="font-size: small; text-align: center;">N/A</td>
753
- <td style="font-size: small; text-align: center;">N/A</td>
754
- <td style="font-size: small; text-align: center;">N/A</td>
755
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
756
- <td style="font-size: small;">2024-5-19</td>
757
- </tr>
758
- <tr>
759
- <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
760
- <td style="font-size: small; text-align: center;">56.8</td>
761
- <td style="font-size: small; text-align: center;">16.8</td>
762
- <td style="font-size: small; text-align: center;">56.0</td>
763
- <td style="font-size: small; text-align: center;">16.8</td>
764
- <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
765
- <td style="font-size: small; text-align: center;">16.9</td>
766
- <td style="font-size: small; text-align: center;">N/A</td>
767
- <td style="font-size: small; text-align: center;">N/A</td>
768
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
769
- <td style="font-size: small;">2024-5-19</td>
770
- </tr>
771
- <tr>
772
- <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
773
- <td style="font-size: small; text-align: center;">55.9</td>
774
- <td style="font-size: small; text-align: center;">17.8</td>
775
- <td style="font-size: small; text-align: center;">55.4</td>
776
- <td style="font-size: small; text-align: center;">18.0</td>
777
- <td style="font-size: small; text-align: center;">55.4</td>
778
- <td style="font-size: small; text-align: center;"><b><u>18.2</u></b></td>
779
- <td style="font-size: small; text-align: center;">N/A</td>
780
- <td style="font-size: small; text-align: center;">N/A</td>
781
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
782
- <td style="font-size: small;">2024-5-19</td>
783
- </tr>
784
- <tr>
785
- <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
786
- <td style="font-size: small; text-align: center;">56.5</td>
787
- <td style="font-size: small; text-align: center;">18.4</td>
788
- <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
789
- <td style="font-size: small; text-align: center;"><b><u>18.1</u></b></td>
790
- <td style="font-size: small; text-align: center;"><b><u>56.1</u></b></td>
791
- <td style="font-size: small; text-align: center;"><b><u>18.2</u></b></td>
792
- <td style="font-size: small; text-align: center;">N/A</td>
793
- <td style="font-size: small; text-align: center;">N/A</td>
794
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
795
- <td style="font-size: small;">2024-5-19</td>
796
- </tr>
797
- <tr>
798
- <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
799
- <td style="font-size: small; text-align: center;">56.1</td>
800
- <td style="font-size: small; text-align: center;">15.6</td>
801
- <td style="font-size: small; text-align: center;">55.6</td>
802
- <td style="font-size: small; text-align: center;">15.1</td>
803
- <td style="font-size: small; text-align: center;">55.7</td>
804
- <td style="font-size: small; text-align: center;">15.3</td>
805
- <td style="font-size: small; text-align: center;">N/A</td>
806
- <td style="font-size: small; text-align: center;">N/A</td>
807
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
808
- <td style="font-size: small;">2024-5-19</td>
809
- </tr>
810
- <tr>
811
- <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
812
- <td style="font-size: small; text-align: center;">56.6</td>
813
- <td style="font-size: small; text-align: center;">18.0</td>
814
- <td style="font-size: small; text-align: center;">55.0</td>
815
- <td style="font-size: small; text-align: center;">16.4</td>
816
- <td style="font-size: small; text-align: center;">55.1</td>
817
- <td style="font-size: small; text-align: center;">16.3</td>
818
- <td style="font-size: small; text-align: center;">N/A</td>
819
- <td style="font-size: small; text-align: center;">N/A</td>
820
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
821
- <td style="font-size: small;">2024-5-19</td>
822
- </tr>
823
- </tbody>
824
- </table>
825
-
826
- ## Related Work Writing
827
- <!-- Table 4: Related Work Writing -->
828
- <table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
829
- <caption><strong>Related Work Writing Task Leaderboard.</strong></caption>
830
- <thead>
831
- <tr>
832
- <th rowspan="2" style="font-size: small;">Method</th>
833
- <th colspan="2" style="text-align: center; font-size: small;">RELATED-34K</th>
834
- <th colspan="2" style="text-align: center; font-size: small;">RELATED-53K</th>
835
- <th colspan="2" style="text-align: center; font-size: small;">RELATED-53K-G</th>
836
- <th colspan="2" style="text-align: center; font-size: small;">RELATED-72K-M</th>
837
- <th rowspan="2" style="text-align: center; font-size: small;">Source</th>
838
- <th rowspan="2" style="font-size: small;">Date</th>
839
- </tr>
840
- <tr>
841
- <th style="font-size: small;">BERTscore</th>
842
- <th style="font-size: small;">RougeL</th>
843
- <th style="font-size: small;">BERTscore</th>
844
- <th style="font-size: small;">RougeL</th>
845
- <th style="font-size: small;">BERTscore</th>
846
- <th style="font-size: small;">RougeL</th>
847
- <th style="font-size: small;">BERTscore</th>
848
- <th style="font-size: small;">RougeL</th>
849
- </tr>
850
- </thead>
851
- <tbody>
852
- <tr>
853
- <td style="font-size: small;"><b>Gemma Instruct(7B)</b></a></td>
854
- <td style="font-size: small; text-align: center; ">52.4</td>
855
- <td style="font-size: small; text-align: center; ">13.8</td>
856
- <td style="font-size: small; text-align: center; ">N/A</td>
857
- <td style="font-size: small; text-align: center; ">N/A</td>
858
- <td style="font-size: small; text-align: center; ">N/A</td>
859
- <td style="font-size: small; text-align: center; ">N/A</td>
860
- <td style="font-size: small; text-align: center; ">N/A</td>
861
- <td style="font-size: small; text-align: center; ">N/A</td>
862
- <td style="font-size: small; "><a href="team.html">AcademicEval Team</a></td>
863
- <td style="font-size: small;">2024-5-19</td>
864
- </tr>
865
- <tr>
866
- <td style="font-size: small;"><b>LLaMA-3 Chat (70B)</b></a></td>
867
- <td style="font-size: small; text-align: center; ">56.5</td>
868
- <td style="font-size: small; text-align: center; "><b><u>14.7</u></b></td>
869
- <td style="font-size: small; text-align: center;">N/A</td>
870
- <td style="font-size: small; text-align: center;">N/A</td>
871
- <td style="font-size: small; text-align: center;">N/A</td>
872
- <td style="font-size: small; text-align: center;">N/A</td>
873
- <td style="font-size: small; text-align: center;">N/A</td>
874
- <td style="font-size: small; text-align: center;">N/A</td>
875
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
876
- <td style="font-size: small;">2024-5-19</td>
877
- </tr>
878
- <tr>
879
- <td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
880
- <td style="font-size: small; text-align: center;"><b><u>57.1</u></b></td>
881
- <td style="font-size: small; text-align: center;">14.3</td>
882
- <td style="font-size: small; text-align: center;">N/A</td>
883
- <td style="font-size: small; text-align: center;">N/A</td>
884
- <td style="font-size: small; text-align: center;">N/A</td>
885
- <td style="font-size: small; text-align: center;">N/A</td>
886
- <td style="font-size: small; text-align: center;">N/A</td>
887
- <td style="font-size: small; text-align: center;">N/A</td>
888
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
889
- <td style="font-size: small;">2024-5-19</td>
890
- </tr>
891
- <tr>
892
- <td style="font-size: small;"><b>Mistral-8x7B Instruct(46.7B)</b></a></td>
893
- <td style="font-size: small; text-align: center;">56.0</td>
894
- <td style="font-size: small; text-align: center;">13.6</td>
895
- <td style="font-size: small; text-align: center;">N/A</td>
896
- <td style="font-size: small; text-align: center;">N/A</td>
897
- <td style="font-size: small; text-align: center;">N/A</td>
898
- <td style="font-size: small; text-align: center;">N/A</td>
899
- <td style="font-size: small; text-align: center;">N/A</td>
900
- <td style="font-size: small; text-align: center;">N/A</td>
901
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
902
- <td style="font-size: small;">2024-5-19</td>
903
- </tr>
904
- <tr>
905
- <td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
906
- <td style="font-size: small; text-align: center;">55.8</td>
907
- <td style="font-size: small; text-align: center;">13.8</td>
908
- <td style="font-size: small; text-align: center;">N/A</td>
909
- <td style="font-size: small; text-align: center;">N/A</td>
910
- <td style="font-size: small; text-align: center;">N/A</td>
911
- <td style="font-size: small; text-align: center;">N/A</td>
912
- <td style="font-size: small; text-align: center;">N/A</td>
913
- <td style="font-size: small; text-align: center;">N/A</td>
914
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
915
- <td style="font-size: small;">2024-5-19</td>
916
- </tr>
917
- <tr>
918
- <td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
919
- <td style="font-size: small; text-align: center;">51.4</td>
920
- <td style="font-size: small; text-align: center;">12.0</td>
921
- <td style="font-size: small; text-align: center;">51.3</td>
922
- <td style="font-size: small; text-align: center;">12.3</td>
923
- <td style="font-size: small; text-align: center;">51.3</td>
924
- <td style="font-size: small; text-align: center;">12.3</td>
925
- <td style="font-size: small; text-align: center;">N/A</td>
926
- <td style="font-size: small; text-align: center;">N/A</td>
927
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
928
- <td style="font-size: small;">2024-5-19</td>
929
- </tr>
930
- <tr>
931
- <td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
932
- <td style="font-size: small; text-align: center;">54.6</td>
933
- <td style="font-size: small; text-align: center;">13.6</td>
934
- <td style="font-size: small; text-align: center;"><b><u>54.7</u></b></td>
935
- <td style="font-size: small; text-align: center;"><b><u>13.6</u></b></td>
936
- <td style="font-size: small; text-align: center;"><b><u>54.7</u></b></td>
937
- <td style="font-size: small; text-align: center;"><b><u>13.6</u></b></td>
938
- <td style="font-size: small; text-align: center;">N/A</td>
939
- <td style="font-size: small; text-align: center;">N/A</td>
940
- <td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
941
- <td style="font-size: small;">2024-5-19</td>
942
- </tr>
943
- </tbody>
944
- </table>
945
-
946
-
947
-
948
-
949
-
950
-
951
- # **Citation**
952
-
953
- Currently under anonymous submission. More information will be disclosed soon.
 
289
 
290
  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.
291
 
292
+ 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.
293
 
294
 
295
+ **🌟Note🌟: currently, for the ease of downloading, we only uploaded the test set of AcademicEval (The rest of AcademicEval, i.e., train and val set, can be accessed via [AcademicEval Full](https://huggingface.co/datasets/ulab-ai/AcademicEval_Full)). The data viewer above shows the preview data information of **title-10K**, **abs-9K**, and **intro-8K**. For the complete test set data, please check "Files and versions" in this page.**
296
 
297
 
298
 
 
 
 
299
 
300
  <table class="comparison-table">
301
  <thead>
 
440
  + **additional_graph_info:** the few-shot demonstrations with the co-author subgraph structure from co-author papers (the data fields of each demonstration are the same as above)
441
 
442