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		<title>FelipeArias at 08:59, 19 February 2025</title>
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 08:59, 19 February 2025&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib1&amp;quot;&amp;gt;(1)&amp;lt;/span&amp;gt; Langchain. &amp;#039;&amp;#039;https://github.com/langchain-ai&amp;#039;&amp;#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib1&amp;quot;&amp;gt;(1)&amp;lt;/span&amp;gt; Langchain. &amp;#039;&amp;#039;https://github.com/langchain-ai&amp;#039;&amp;#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib2&amp;quot;&amp;gt;(2)&amp;lt;/span&amp;gt; Achiam, J., Adler, S., Agarwal, S., Ahmad, L., Akkaya, I., Aleman, F. L., Almeida, D., Altenschmidt, J., Altman, S., Anadkat, S., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;等人。GPT&lt;/del&gt;-4 &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;技术报告。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2303.08774&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib2&amp;quot;&amp;gt;(2)&amp;lt;/span&amp;gt; Achiam, J., Adler, S., Agarwal, S., Ahmad, L., Akkaya, I., Aleman, F. L., Almeida, D., Altenschmidt, J., Altman, S., Anadkat, S., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;et al. GPT&lt;/ins&gt;-4 &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;technical report. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2303.08774&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib3&amp;quot;&amp;gt;(3)&amp;lt;/span&amp;gt; Barnett, S., Kurniawan, S., Thudumu, S., Brannelly, Z., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Abdelrazek, M. &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;工程化检索增强生成系统的七个失败点。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2401.05856&amp;#039;&amp;#039; (2024)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib3&amp;quot;&amp;gt;(3)&amp;lt;/span&amp;gt; Barnett, S., Kurniawan, S., Thudumu, S., Brannelly, Z., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Abdelrazek, M. &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Seven failure points when engineering a retrieval augmented generation system. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2401.05856&amp;#039;&amp;#039; (2024)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib4&amp;quot;&amp;gt;(4)&amp;lt;/span&amp;gt; Es, S., James, J., Espinosa-Anke, L., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Schockaert, S. Ragas: &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;自动化评估检索增强生成。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2309.15217&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib4&amp;quot;&amp;gt;(4)&amp;lt;/span&amp;gt; Es, S., James, J., Espinosa-Anke, L., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Schockaert, S. Ragas: &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Automated evaluation of retrieval augmented generation. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2309.15217&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib5&amp;quot;&amp;gt;(5)&amp;lt;/span&amp;gt; Galitsky, B. &amp;#039;&amp;#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;开发企业聊天机器人&lt;/del&gt;&amp;#039;&amp;#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。Springer&lt;/del&gt;, &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;2019。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib5&amp;quot;&amp;gt;(5)&amp;lt;/span&amp;gt; Galitsky, B. &amp;#039;&amp;#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Developing enterprise chatbots&lt;/ins&gt;&amp;#039;&amp;#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;. Springer&lt;/ins&gt;, &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;2019.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib6&amp;quot;&amp;gt;(6)&amp;lt;/span&amp;gt; Glantz, W. 12 &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;个 RAG 痛点及建议解决方案。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib6&amp;quot;&amp;gt;(6)&amp;lt;/span&amp;gt; Glantz, W. 12 &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;rag pain points and proposed solutions.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib7&amp;quot;&amp;gt;(7)&amp;lt;/span&amp;gt; Jiang, Z., Xu, F. F., Gao, L., Sun, Z., Liu, Q., Dwivedi-Yu, J., Yang, Y., Callan, J., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Neubig, G. &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;主动检索增强生成。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2305.06983&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib7&amp;quot;&amp;gt;(7)&amp;lt;/span&amp;gt; Jiang, Z., Xu, F. F., Gao, L., Sun, Z., Liu, Q., Dwivedi-Yu, J., Yang, Y., Callan, J., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Neubig, G. &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Active retrieval augmented generation. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2305.06983&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib8&amp;quot;&amp;gt;(8)&amp;lt;/span&amp;gt; Lewis, P., Perez, E., Piktus, A., Petroni, F., Karpukhin, V., Goyal, N., Küttler, H., Lewis, M., Yih, W.-t., Rocktäschel, T., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;等人。用于知识密集型 NLP 任务的检索增强生成。&lt;/del&gt;&amp;#039;&amp;#039;Advances in Neural Information Processing Systems 33&amp;#039;&amp;#039; (2020), &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;9459–9474。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib8&amp;quot;&amp;gt;(8)&amp;lt;/span&amp;gt; Lewis, P., Perez, E., Piktus, A., Petroni, F., Karpukhin, V., Goyal, N., Küttler, H., Lewis, M., Yih, W.-t., Rocktäschel, T., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;et al. Retrieval-augmented generation for knowledge-intensive nlp tasks. &lt;/ins&gt;&amp;#039;&amp;#039;Advances in Neural Information Processing Systems 33&amp;#039;&amp;#039; (2020), &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;9459–9474.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib9&amp;quot;&amp;gt;(9)&amp;lt;/span&amp;gt; Liu, J. LlamaIndex. &amp;#039;&amp;#039;https://github.com/jerryjliu/llama_index&amp;#039;&amp;#039;(2022)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib9&amp;quot;&amp;gt;(9)&amp;lt;/span&amp;gt; Liu, J. LlamaIndex. &amp;#039;&amp;#039;https://github.com/jerryjliu/llama_index&amp;#039;&amp;#039;(2022)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib10&amp;quot;&amp;gt;(10)&amp;lt;/span&amp;gt; Liu, M., Ene, T.-D., Kirby, R., Cheng, C., Pinckney, N., Liang, R., Alben, J., Anand, H., Banerjee, S., Bayraktaroglu, I., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;等人。Chipnemo&lt;/del&gt;: &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;为芯片设计领域适应的 LLMs。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2311.00176&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib10&amp;quot;&amp;gt;(10)&amp;lt;/span&amp;gt; Liu, M., Ene, T.-D., Kirby, R., Cheng, C., Pinckney, N., Liang, R., Alben, J., Anand, H., Banerjee, S., Bayraktaroglu, I., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;et al. Chipnemo&lt;/ins&gt;: &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Domain-adapted llms for chip design. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2311.00176&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib11&amp;quot;&amp;gt;(11)&amp;lt;/span&amp;gt; Madaan, A., Tandon, N., Gupta, P., Hallinan, S., Gao, L., Wiegreffe, S., Alon, U., Dziri, N., Prabhumoye, S., Yang, Y., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;等人。自我精炼：通过自我反馈的迭代精炼。&lt;/del&gt;&amp;#039;&amp;#039;Advances in Neural Information Processing Systems 36&amp;#039;&amp;#039; (2024)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib11&amp;quot;&amp;gt;(11)&amp;lt;/span&amp;gt; Madaan, A., Tandon, N., Gupta, P., Hallinan, S., Gao, L., Wiegreffe, S., Alon, U., Dziri, N., Prabhumoye, S., Yang, Y., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;et al. Self-refine: Iterative refinement with self-feedback. &lt;/ins&gt;&amp;#039;&amp;#039;Advances in Neural Information Processing Systems 36&amp;#039;&amp;#039; (2024)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib12&amp;quot;&amp;gt;(12)&amp;lt;/span&amp;gt; Mialon, G., Dessì, R., Lomeli, M., Nalmpantis, C., Pasunuru, R., Raileanu, R., Rozière, B., Schick, T., Dwivedi-Yu, J., Celikyilmaz, A., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;等人。增强语言模型：一项调查。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2302.07842&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib12&amp;quot;&amp;gt;(12)&amp;lt;/span&amp;gt; Mialon, G., Dessì, R., Lomeli, M., Nalmpantis, C., Pasunuru, R., Raileanu, R., Rozière, B., Schick, T., Dwivedi-Yu, J., Celikyilmaz, A., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;et al. Augmented language models: a survey. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2302.07842&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib13&amp;quot;&amp;gt;(13)&amp;lt;/span&amp;gt; Rebedea, T., Dinu, R., Sreedhar, M., Parisien, C., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Cohen, J. Nemo &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Guardrails&lt;/del&gt;: &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;一种用于可控和安全 LLM 应用的可编程轨道工具包。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2310.10501&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib13&amp;quot;&amp;gt;(13)&amp;lt;/span&amp;gt; Rebedea, T., Dinu, R., Sreedhar, M., Parisien, C., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Cohen, J. Nemo &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;guardrails&lt;/ins&gt;: &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;A toolkit for controllable and safe llm applications with programmable rails. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2310.10501&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib14&amp;quot;&amp;gt;(14)&amp;lt;/span&amp;gt; Saad-Falcon, J., Khattab, O., Potts, C., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Zaharia, M. Ares: &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;一种用于检索增强生成系统的自动化评估框架。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2311.09476&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib14&amp;quot;&amp;gt;(14)&amp;lt;/span&amp;gt; Saad-Falcon, J., Khattab, O., Potts, C., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Zaharia, M. Ares: &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;An automated evaluation framework for retrieval-augmented generation systems. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2311.09476&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib15&amp;quot;&amp;gt;(15)&amp;lt;/span&amp;gt; Setty, S., Jijo, K., Chung, E., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Vidra, N. &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;改进基于 RAG 的金融文档问答模型的检索。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2404.07221&amp;#039;&amp;#039; (2024)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib15&amp;quot;&amp;gt;(15)&amp;lt;/span&amp;gt; Setty, S., Jijo, K., Chung, E., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Vidra, N. &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Improving retrieval for rag based question answering models on financial documents. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2404.07221&amp;#039;&amp;#039; (2024)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib16&amp;quot;&amp;gt;(16)&amp;lt;/span&amp;gt; Yao, S., Zhao, J., Yu, D., Du, N., Shafran, I., Narasimhan, K., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Cao, Y. React: &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;在语言模型中协同推理和行动。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2210.03629&amp;#039;&amp;#039; (2022)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib16&amp;quot;&amp;gt;(16)&amp;lt;/span&amp;gt; Yao, S., Zhao, J., Yu, D., Du, N., Shafran, I., Narasimhan, K., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Cao, Y. React: &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Synergizing reasoning and acting in language models. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2210.03629&amp;#039;&amp;#039; (2022)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib17&amp;quot;&amp;gt;(17)&amp;lt;/span&amp;gt; Zhu, Y., Yuan, H., Wang, S., Liu, J., Liu, W., Deng, C., Dou, Z., &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;和 &lt;/del&gt;Wen, J.-R. &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;大型语言模型用于信息检索：一项调查。&lt;/del&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2308.07107&amp;#039;&amp;#039; (2023)&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;。&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib17&amp;quot;&amp;gt;(17)&amp;lt;/span&amp;gt; Zhu, Y., Yuan, H., Wang, S., Liu, J., Liu, W., Deng, C., Dou, Z., &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/ins&gt;Wen, J.-R. &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Large language models for information retrieval: A survey. &lt;/ins&gt;&amp;#039;&amp;#039;arXiv preprint arXiv:2308.07107&amp;#039;&amp;#039; (2023)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>FelipeArias</name></author>
	</entry>
	<entry>
		<id>https://marovi.ai/index.php?title=Translations:FACTS_About_Building_Retrieval_Augmented_Generation-based_Chatbots/73/zh&amp;diff=1182&amp;oldid=prev</id>
		<title>FelipeArias: Importing a new version from external source</title>
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		<updated>2025-02-19T08:52:38Z</updated>

		<summary type="html">&lt;p&gt;Importing a new version from external source&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;* &amp;lt;span id=&amp;quot;bib.bib1&amp;quot;&amp;gt;(1)&amp;lt;/span&amp;gt; Langchain. &amp;#039;&amp;#039;https://github.com/langchain-ai&amp;#039;&amp;#039;。&lt;br /&gt;
* &amp;lt;span id=&amp;quot;bib.bib2&amp;quot;&amp;gt;(2)&amp;lt;/span&amp;gt; Achiam, J., Adler, S., Agarwal, S., Ahmad, L., Akkaya, I., Aleman, F. L., Almeida, D., Altenschmidt, J., Altman, S., Anadkat, S., 等人。GPT-4 技术报告。&amp;#039;&amp;#039;arXiv preprint arXiv:2303.08774&amp;#039;&amp;#039; (2023)。&lt;br /&gt;
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		<author><name>FelipeArias</name></author>
	</entry>
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