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README.md
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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.
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**🌟Note🌟: currently, for the ease of
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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>
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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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# **Live Leaderboard**
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<div align=center> <img src="./live_update.png" width = 75% height="75%"/> </div>
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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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> **More will be available soon.**
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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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| 533 |
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<td style="font-size: small; text-align: center;">43.1</td>
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| 534 |
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<td style="font-size: small; text-align: center;">72.3</td>
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| 535 |
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<td style="font-size: small; text-align: center;">41.4</td>
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| 536 |
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<td style="font-size: small; text-align: center;">72.3</td>
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| 537 |
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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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| 539 |
-
<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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| 543 |
-
<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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| 546 |
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<td style="font-size: small; text-align: center;">43.0</td>
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| 547 |
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<td style="font-size: small; text-align: center;">72.8</td>
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| 548 |
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<td style="font-size: small; text-align: center;">42.4</td>
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| 549 |
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<td style="font-size: small; text-align: center;">72.6</td>
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| 550 |
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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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| 552 |
-
<td style="font-size: small; text-align: center;">N/A</td>
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| 553 |
-
<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 554 |
-
<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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| 559 |
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<td style="font-size: small; text-align: center;">38.6</td>
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| 560 |
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<td style="font-size: small; text-align: center;">64.1</td>
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| 561 |
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<td style="font-size: small; text-align: center;">36.1</td>
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| 562 |
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<td style="font-size: small; text-align: center;">64.0</td>
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| 563 |
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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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| 565 |
-
<td style="font-size: small; text-align: center;">N/A</td>
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| 566 |
-
<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 567 |
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<td style="font-size: small;">2024-5-19</td>
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| 568 |
-
</tr>
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| 569 |
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<tr>
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| 570 |
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<td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
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| 571 |
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<td style="font-size: small; text-align: center;">73.1</td>
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| 572 |
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<td style="font-size: small; text-align: center;">43.3</td>
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| 573 |
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<td style="font-size: small; text-align: center;">67.9</td>
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| 574 |
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<td style="font-size: small; text-align: center;">29.5</td>
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| 575 |
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<td style="font-size: small; text-align: center;">67.8</td>
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| 576 |
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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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| 578 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 579 |
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<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 580 |
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<td style="font-size: small;">2024-5-19</td>
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| 581 |
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</tr>
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</tbody>
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</table>
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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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| 603 |
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<th style="font-size: small;">BERTscore</th>
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| 604 |
-
<th style="font-size: small;">RougeL</th>
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| 605 |
-
<th style="font-size: small;">BERTscore</th>
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| 606 |
-
<th style="font-size: small;">RougeL</th>
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| 607 |
-
<th style="font-size: small;">BERTscore</th>
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| 608 |
-
<th style="font-size: small;">RougeL</th>
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| 609 |
-
</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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| 614 |
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<td style="font-size: small; text-align: center; ">59.7</td>
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| 615 |
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<td style="font-size: small; text-align: center; ">21.3</td>
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| 616 |
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<td style="font-size: small; text-align: center; ">N/A</td>
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| 617 |
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<td style="font-size: small; text-align: center; ">N/A</td>
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| 618 |
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<td style="font-size: small; text-align: center; ">N/A</td>
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| 619 |
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<td style="font-size: small; text-align: center; ">N/A</td>
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| 620 |
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<td style="font-size: small; text-align: center; ">N/A</td>
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| 621 |
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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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| 630 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 631 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 632 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 633 |
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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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| 635 |
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<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 636 |
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<td style="font-size: small;">2024-5-19</td>
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| 637 |
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</tr>
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<tr>
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| 639 |
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<td style="font-size: small;"><b>Qwen 1.5 Chat(72B)</b></a></td>
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| 640 |
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<td style="font-size: small; text-align: center;">62.4</td>
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| 641 |
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<td style="font-size: small; text-align: center;">23.6</td>
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| 642 |
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<td style="font-size: small; text-align: center;">61.3</td>
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| 643 |
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<td style="font-size: small; text-align: center;">22.6</td>
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| 644 |
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<td style="font-size: small; text-align: center;">61.3</td>
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| 645 |
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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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| 647 |
-
<td style="font-size: small; text-align: center;">N/A</td>
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| 648 |
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<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 649 |
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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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| 653 |
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<td style="font-size: small; text-align: center;">61.3</td>
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| 654 |
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<td style="font-size: small; text-align: center;">23.6</td>
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| 655 |
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<td style="font-size: small; text-align: center;">61.1</td>
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| 656 |
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<td style="font-size: small; text-align: center;">23.6</td>
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| 657 |
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<td style="font-size: small; text-align: center;">61.2</td>
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| 658 |
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<td style="font-size: small; text-align: center;">24.1</td>
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| 659 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 660 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 661 |
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<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 662 |
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<td style="font-size: small;">2024-5-19</td>
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| 663 |
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</tr>
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| 664 |
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<tr>
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| 665 |
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<td style="font-size: small;"><b>Nous Hermes2 - Mistral 8x7B-DPO(46.7B)</b></a></td>
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| 666 |
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<td style="font-size: small; text-align: center;">62.2</td>
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| 667 |
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<td style="font-size: small; text-align: center;"><b><u>25.5</u></b></td>
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| 668 |
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<td style="font-size: small; text-align: center;"><b><u>61.9</u></b></td>
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| 669 |
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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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| 672 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 673 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 674 |
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<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
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| 675 |
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<td style="font-size: small;">2024-5-19</td>
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| 676 |
-
</tr>
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| 677 |
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<tr>
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| 678 |
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<td style="font-size: small;"><b>Gemman Instruct(7B) + Contriever</b></a></td>
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| 679 |
-
<td style="font-size: small; text-align: center;">58.2</td>
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| 680 |
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<td style="font-size: small; text-align: center;">20.2</td>
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| 681 |
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<td style="font-size: small; text-align: center;">55.4</td>
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| 682 |
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<td style="font-size: small; text-align: center;">17.5</td>
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| 683 |
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<td style="font-size: small; text-align: center;">55.2</td>
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| 684 |
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<td style="font-size: small; text-align: center;">17.0</td>
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| 685 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 686 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 687 |
-
<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
|
| 688 |
-
<td style="font-size: small;">2024-5-19</td>
|
| 689 |
-
</tr>
|
| 690 |
-
<tr>
|
| 691 |
-
<td style="font-size: small;"><b>LLaMA-3 Chat (70B) + Contriever</b></a></td>
|
| 692 |
-
<td style="font-size: small; text-align: center;">59.8</td>
|
| 693 |
-
<td style="font-size: small; text-align: center;">21.3</td>
|
| 694 |
-
<td style="font-size: small; text-align: center;">56.0</td>
|
| 695 |
-
<td style="font-size: small; text-align: center;">17.3</td>
|
| 696 |
-
<td style="font-size: small; text-align: center;">56.1</td>
|
| 697 |
-
<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>
|
| 700 |
-
<td style="font-size: small;"><a href="team.html">AcademicEval Team</a></td>
|
| 701 |
-
<td style="font-size: small;">2024-5-19</td>
|
| 702 |
-
</tr>
|
| 703 |
-
</tbody>
|
| 704 |
-
</table>
|
| 705 |
-
|
| 706 |
-
## Introduction Writing
|
| 707 |
-
<!-- Table 3: Introduction Writing -->
|
| 708 |
-
<table class="table table-striped table-bordered" style="margin-bottom: 40pt;">
|
| 709 |
-
<caption><strong>Introduction Writing Task Leaderboard.</strong></caption>
|
| 710 |
-
<thead>
|
| 711 |
-
<tr>
|
| 712 |
-
<th rowspan="2" style="font-size: small;">Method</th>
|
| 713 |
-
<th colspan="2" style="text-align: center; font-size: small;">INTRO-8K</th>
|
| 714 |
-
<th colspan="2" style="text-align: center; font-size: small;">INTRO-28K</th>
|
| 715 |
-
<th colspan="2" style="text-align: center; font-size: small;">INTRO-28K-G</th>
|
| 716 |
-
<th colspan="2" style="text-align: center; font-size: small;">INTRO-48K-M</th>
|
| 717 |
-
<th rowspan="2" style="text-align: center; font-size: small;">Source</th>
|
| 718 |
-
<th rowspan="2" style="font-size: small;">Date</th>
|
| 719 |
-
</tr>
|
| 720 |
-
<tr>
|
| 721 |
-
<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>
|
| 736 |
-
<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>
|
| 743 |
-
<td style="font-size: small;">2024-5-19</td>
|
| 744 |
-
</tr>
|
| 745 |
-
<tr>
|
| 746 |
-
<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>
|
| 749 |
-
<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>
|
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<td style="font-size: small; text-align: center;"><b><u>13.6</u></b></td>
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| 938 |
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<td style="font-size: small; text-align: center;">N/A</td>
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| 939 |
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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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| 942 |
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</tr>
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</tbody>
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</table>
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# **Citation**
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Currently under anonymous submission. More information will be disclosed soon.
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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.
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+
**🌟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.**
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<table class="comparison-table">
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<thead>
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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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