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flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a 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data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> 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</div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" 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width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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dir=\"auto\"\u003e[NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments\u003c/h1\u003e\u003ca id=\"user-content-naacl-2025-crmarena-understanding-the-capacity-of-llm-agents-to-perform-professional-crm-tasks-in-realistic-environments\" class=\"anchor\" aria-label=\"Permalink: [NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments\" href=\"#naacl-2025-crmarena-understanding-the-capacity-of-llm-agents-to-perform-professional-crm-tasks-in-realistic-environments\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n\u003ca href=\"https://arxiv.org/abs/2411.02305\" rel=\"nofollow\"\u003e\u003cimg src=\"/SalesforceAIResearch/CRMArena/raw/main/figures/crmarena_logo.png\" height=\"120\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n\u003ca href=\"https://khuangaf.github.io/\" rel=\"nofollow\"\u003eKung-Hsiang Huang\u003c/a\u003e, Akshara Prabhakar, Sidharth Dhawan, Yixin Mao, Huan Wang, Silvio Savarese, Caiming Xiong, Philippe Laban, Chien-Sheng Wu\n\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n\u003cstrong\u003eSalesforce AI Research\u003c/strong\u003e\n\u003c/div\u003e\n\u003chr\u003e\n\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://arxiv.org/abs/2411.02305\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ef482f6ccef74c70f337148354311d953f5b23cd1f0d9c16822b48a72b639149/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f61725869762d323431312e30323330352d6233316231622e737667\" data-canonical-src=\"https://img.shields.io/badge/arXiv-2411.02305-b31b1b.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://huggingface.co/datasets/Salesforce/CRMArena\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e50a70710510d185969686844d7f4ba3dd48b2a6d55fcd36fd35d94fe231217c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f25463025394625413425393725323048756767696e67253230466163652d43524d4172656e615f446174612d626c7565\" alt=\"CRMArena\" data-canonical-src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-CRMArena_Data-blue\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://huggingface.co/spaces/Salesforce/CRMArena-Leaderboard\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/68b9d8af9610097f83594b543e901c419c73a7028993e07e4018f37c43f0f84f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f25463025394625413425393725323048756767696e67253230466163652d43524d4172656e615f4c6561646572626f6172642d626c7565\" alt=\"CRMArenaBenchmark\" data-canonical-src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-CRMArena_Leaderboard-blue\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://github.com/SalesforceAIResearch/CRMArena/blob/main/LICENSE.txt\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b64168b55452740bed3dbf0f815e5754ff87e6a728d176f5b687a269906b540e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d43435f4e435f342e302d626c7565\" data-canonical-src=\"https://img.shields.io/badge/License-CC_NC_4.0-blue\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAbstract\u003c/h2\u003e\u003ca id=\"user-content-abstract\" class=\"anchor\" aria-label=\"Permalink: Abstract\" href=\"#abstract\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCustomer Relationship Management (CRM) systems are vital for modern enterprises, providing a foundation for managing customer interactions and data. Integrating AI agents into CRM systems can automate routine processes and enhance personalized service. However, deploying and evaluating these agents is challenging due to the lack of realistic benchmarks that reflect the complexity of real-world CRM tasks. To address this issue, we introduce CRMArena, a novel benchmark designed to evaluate AI agents on realistic tasks grounded in professional work environments. Following guidance from CRM experts and industry best practices, we designed CRMArena with nine customer service tasks distributed across three personas: service agent, analyst, and manager. The benchmark includes 16 commonly used industrial objects (e.g., account, order, knowledge article, case) with high interconnectivity, along with latent variables (e.g., complaint habits, policy violations) to simulate realistic data distributions. Experimental results reveal that state-of-the-art LLM agents succeed in less than 40% of the tasks with ReAct prompting, and less than 55% even with function-calling abilities. Our findings highlight the need for enhanced agent capabilities in function-calling and rule-following to be deployed in real-world work environments. CRMArena is an open challenge to the community: systems that can reliably complete tasks showcase direct business value in a popular work environment.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote: This repository is for research purposes only and not for commerical.\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuickstart\u003c/h2\u003e\u003ca id=\"user-content-quickstart\" class=\"anchor\" aria-label=\"Permalink: Quickstart\" href=\"#quickstart\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install -e .\"\u003e\u003cpre\u003epip install -e \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo access our org, use the following credentials.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"SALESFORCE_USERNAME=kh.huang+00dws000004urq4@salesforce.com\nSALESFORCE_PASSWORD=crmarenatest\nSALESFORCE_SECURITY_TOKEN=ugvBSBv0ArI7dayfqUY0wMGu\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eSALESFORCE_USERNAME=kh.huang+00dws000004urq4@salesforce.com\nSALESFORCE_PASSWORD=crmarenatest\nSALESFORCE_SECURITY_TOKEN=ugvBSBv0ArI7dayfqUY0wMGu\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAccessing the Org via GUI\u003c/h3\u003e\u003ca id=\"user-content-accessing-the-org-via-gui\" class=\"anchor\" aria-label=\"Permalink: Accessing the Org via GUI\" href=\"#accessing-the-org-via-gui\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo access the GUI of our Org, follow the steps below:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eHead to \u003ca href=\"https://login.salesforce.com/\" rel=\"nofollow\"\u003ehttps://login.salesforce.com/\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eType in the user name and password using the above credentials.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n\u003ca href=\"https://pluslabnlp.github.io/\" rel=\"nofollow\"\u003e\u003cimg src=\"/SalesforceAIResearch/CRMArena/raw/main/figures/GUI_login.png\" height=\"400\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003col start=\"3\" dir=\"auto\"\u003e\n\u003cli\u003eYou can now see the GUI of our Org.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAccessing the Org via API\u003c/h3\u003e\u003ca id=\"user-content-accessing-the-org-via-api\" class=\"anchor\" aria-label=\"Permalink: Accessing the Org via API\" href=\"#accessing-the-org-via-api\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFirst, store your Salesforce org / OpenAI / AWS Bedrock / TogetherAI API keys in \u003ccode\u003e.env\u003c/code\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"OPENAI_API_KEY=...\n...\"\u003e\u003cpre\u003eOPENAI_API_KEY=...\n...\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThen, you can use Simple Salesforce to connect to our Org.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from simple_salesforce import Salesforce\nimport os\n\nsf = Salesforce(username=os.getenv(\u0026quot;SALESFORCE_USERNAME\u0026quot;), password=os.getenv(\u0026quot;SALESFORCE_PASSWORD\u0026quot;), security_token=os.getenv(\u0026quot;SALESFORCE_SECURITY_TOKEN\u0026quot;))\n\nsf.query.query_all(...)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003esimple_salesforce\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eSalesforce\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e\n\n\u003cspan class=\"pl-s1\"\u003esf\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eSalesforce\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eusername\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003egetenv\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"SALESFORCE_USERNAME\"\u003c/span\u003e), \u003cspan class=\"pl-s1\"\u003epassword\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003egetenv\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"SALESFORCE_PASSWORD\"\u003c/span\u003e), \u003cspan class=\"pl-s1\"\u003esecurity_token\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eos\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003egetenv\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"SALESFORCE_SECURITY_TOKEN\"\u003c/span\u003e))\n\n\u003cspan class=\"pl-s1\"\u003esf\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003equery\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003equery_all\u003c/span\u003e(...)\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning experiments\u003c/h2\u003e\u003ca id=\"user-content-running-experiments\" class=\"anchor\" aria-label=\"Permalink: Running experiments\" href=\"#running-experiments\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo run experiments, you need to download CRMArena queries and schema from Huggingface:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from datasets import load_dataset\n\nqueries = load_dataset(\u0026quot;Salesforce/CRMArena\u0026quot;, \u0026quot;CRMArena\u0026quot;)\nschema = load_dataset(\u0026quot;Salesforce/CRMArena\u0026quot;, \u0026quot;schema\u0026quot;)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003edatasets\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eload_dataset\u003c/span\u003e\n\n\u003cspan class=\"pl-s1\"\u003equeries\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eload_dataset\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"Salesforce/CRMArena\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"CRMArena\"\u003c/span\u003e)\n\u003cspan class=\"pl-s1\"\u003eschema\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eload_dataset\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"Salesforce/CRMArena\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"schema\"\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003ePlease refer to \u003ccode\u003ecrm_sandbox/data/assets.py\u003c/code\u003e for more details.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAlternatively, we have prepared the evaluation scripts. Configure your setup in \u003ccode\u003erun_tasks.sh\u003c/code\u003e and launch experiments:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"bash run_tasks.sh\"\u003e\u003cpre\u003ebash run_tasks.sh\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCitation\u003c/h2\u003e\u003ca id=\"user-content-citation\" class=\"anchor\" aria-label=\"Permalink: Citation\" href=\"#citation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you find this work useful, please consider citing:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-bibtex notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"@inproceedings{huang-etal-2025-crmarena,\n title = \u0026quot;CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments\u0026quot;,\n author = \u0026quot;Huang, Kung-Hsiang and\n Prabhakar, Akshara and\n Dhawan, Sidharth and\n Mao, Yixin and\n Wang, Huan and\n Savarese, Silvio and\n Xiong, Caiming and\n Laban, Philippe and\n Wu, Chien-Sheng\u0026quot;,\n booktitle = \u0026quot;Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)\u0026quot;,\n year = \u0026quot;2025\u0026quot;,\n}\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003e@inproceedings\u003c/span\u003e{\u003cspan class=\"pl-en\"\u003ehuang-etal-2025-crmarena\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003etitle\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eCRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eauthor\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eHuang, Kung-Hsiang and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Prabhakar, Akshara and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Dhawan, Sidharth and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Mao, Yixin and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Wang, Huan and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Savarese, Silvio and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Xiong, Caiming and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Laban, Philippe and\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Wu, Chien-Sheng\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003ebooktitle\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eProceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003eyear\u003c/span\u003e = \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e2025\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n}\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEthical Considerations\u003c/h2\u003e\u003ca id=\"user-content-ethical-considerations\" class=\"anchor\" aria-label=\"Permalink: Ethical Considerations\" href=\"#ethical-considerations\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis release is for research purposes only in support of an academic paper. Our models, datasets, and code are not specifically designed or evaluated for all downstream purposes. We strongly recommend users evaluate and address potential concerns related to accuracy, safety, and fairness before deploying this model. We encourage users to consider the common limitations of AI, comply with applicable laws, and leverage best practices when selecting use cases, particularly for high-risk scenarios where errors or misuse could significantly impact people’s lives, rights, or safety. For further guidance on use cases, refer to our AUP and AI AUP.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"[NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments","anchor":"naacl-2025-crmarena-understanding-the-capacity-of-llm-agents-to-perform-professional-crm-tasks-in-realistic-environments","htmlText":"[NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments"},{"level":2,"text":"Abstract","anchor":"abstract","htmlText":"Abstract"},{"level":2,"text":"Quickstart","anchor":"quickstart","htmlText":"Quickstart"},{"level":3,"text":"Accessing the Org via GUI","anchor":"accessing-the-org-via-gui","htmlText":"Accessing the Org via GUI"},{"level":3,"text":"Accessing the Org via API","anchor":"accessing-the-org-via-api","htmlText":"Accessing the Org via API"},{"level":2,"text":"Running experiments","anchor":"running-experiments","htmlText":"Running experiments"},{"level":2,"text":"Citation","anchor":"citation","htmlText":"Citation"},{"level":2,"text":"Ethical Considerations","anchor":"ethical-considerations","htmlText":"Ethical Considerations"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2FSalesforceAIResearch%2FCRMArena"}},{"displayName":"CODE_OF_CONDUCT.md","repoName":"CRMArena","refName":"main","path":"CODE_OF_CONDUCT.md","preferredFileType":"code_of_conduct","tabName":"Code of 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aria-describedby=":Rr9ab:-loading-announcement" id=":Rr9ab:"><svg aria-hidden="true" focusable="false" class="octicon octicon-list-unordered" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M5.75 2.5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">[NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments</h1><a id="user-content-naacl-2025-crmarena-understanding-the-capacity-of-llm-agents-to-perform-professional-crm-tasks-in-realistic-environments" class="anchor" aria-label="Permalink: [NAACL 2025] CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments" href="#naacl-2025-crmarena-understanding-the-capacity-of-llm-agents-to-perform-professional-crm-tasks-in-realistic-environments"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <a href="https://arxiv.org/abs/2411.02305" rel="nofollow"><img src="/SalesforceAIResearch/CRMArena/raw/main/figures/crmarena_logo.png" height="120" style="max-width: 100%;"></a> </div> <div align="center" dir="auto"> <a href="https://khuangaf.github.io/" rel="nofollow">Kung-Hsiang Huang</a>, Akshara Prabhakar, Sidharth Dhawan, Yixin Mao, Huan Wang, Silvio Savarese, Caiming Xiong, Philippe Laban, Chien-Sheng Wu </div> <div align="center" dir="auto"> <strong>Salesforce AI Research</strong> </div> <hr> <p dir="auto"><a href="https://arxiv.org/abs/2411.02305" rel="nofollow"><img src="https://camo.githubusercontent.com/ef482f6ccef74c70f337148354311d953f5b23cd1f0d9c16822b48a72b639149/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f61725869762d323431312e30323330352d6233316231622e737667" data-canonical-src="https://img.shields.io/badge/arXiv-2411.02305-b31b1b.svg" style="max-width: 100%;"></a> <a href="https://huggingface.co/datasets/Salesforce/CRMArena" rel="nofollow"><img src="https://camo.githubusercontent.com/e50a70710510d185969686844d7f4ba3dd48b2a6d55fcd36fd35d94fe231217c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f25463025394625413425393725323048756767696e67253230466163652d43524d4172656e615f446174612d626c7565" alt="CRMArena" data-canonical-src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-CRMArena_Data-blue" style="max-width: 100%;"></a> <a href="https://huggingface.co/spaces/Salesforce/CRMArena-Leaderboard" rel="nofollow"><img src="https://camo.githubusercontent.com/68b9d8af9610097f83594b543e901c419c73a7028993e07e4018f37c43f0f84f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f25463025394625413425393725323048756767696e67253230466163652d43524d4172656e615f4c6561646572626f6172642d626c7565" alt="CRMArenaBenchmark" data-canonical-src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-CRMArena_Leaderboard-blue" style="max-width: 100%;"></a> <a href="https://github.com/SalesforceAIResearch/CRMArena/blob/main/LICENSE.txt"><img src="https://camo.githubusercontent.com/b64168b55452740bed3dbf0f815e5754ff87e6a728d176f5b687a269906b540e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d43435f4e435f342e302d626c7565" data-canonical-src="https://img.shields.io/badge/License-CC_NC_4.0-blue" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Abstract</h2><a id="user-content-abstract" class="anchor" aria-label="Permalink: Abstract" href="#abstract"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Customer Relationship Management (CRM) systems are vital for modern enterprises, providing a foundation for managing customer interactions and data. Integrating AI agents into CRM systems can automate routine processes and enhance personalized service. However, deploying and evaluating these agents is challenging due to the lack of realistic benchmarks that reflect the complexity of real-world CRM tasks. To address this issue, we introduce CRMArena, a novel benchmark designed to evaluate AI agents on realistic tasks grounded in professional work environments. Following guidance from CRM experts and industry best practices, we designed CRMArena with nine customer service tasks distributed across three personas: service agent, analyst, and manager. The benchmark includes 16 commonly used industrial objects (e.g., account, order, knowledge article, case) with high interconnectivity, along with latent variables (e.g., complaint habits, policy violations) to simulate realistic data distributions. Experimental results reveal that state-of-the-art LLM agents succeed in less than 40% of the tasks with ReAct prompting, and less than 55% even with function-calling abilities. Our findings highlight the need for enhanced agent capabilities in function-calling and rule-following to be deployed in real-world work environments. CRMArena is an open challenge to the community: systems that can reliably complete tasks showcase direct business value in a popular work environment.</p> <p dir="auto"><strong>Note: This repository is for research purposes only and not for commerical.</strong></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Quickstart</h2><a id="user-content-quickstart" class="anchor" aria-label="Permalink: Quickstart" href="#quickstart"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install -e ."><pre>pip install -e <span class="pl-c1">.</span></pre></div> <p dir="auto">To access our org, use the following credentials.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="SALESFORCE_USERNAME=kh.huang+00dws000004urq4@salesforce.com SALESFORCE_PASSWORD=crmarenatest SALESFORCE_SECURITY_TOKEN=ugvBSBv0ArI7dayfqUY0wMGu"><pre class="notranslate"><code>SALESFORCE_USERNAME=kh.huang+00dws000004urq4@salesforce.com SALESFORCE_PASSWORD=crmarenatest SALESFORCE_SECURITY_TOKEN=ugvBSBv0ArI7dayfqUY0wMGu </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Accessing the Org via GUI</h3><a id="user-content-accessing-the-org-via-gui" class="anchor" aria-label="Permalink: Accessing the Org via GUI" href="#accessing-the-org-via-gui"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To access the GUI of our Org, follow the steps below:</p> <ol dir="auto"> <li>Head to <a href="https://login.salesforce.com/" rel="nofollow">https://login.salesforce.com/</a>.</li> <li>Type in the user name and password using the above credentials.</li> </ol> <div align="center" dir="auto"> <a href="https://pluslabnlp.github.io/" rel="nofollow"><img src="/SalesforceAIResearch/CRMArena/raw/main/figures/GUI_login.png" height="400" style="max-width: 100%;"></a> </div> <ol start="3" dir="auto"> <li>You can now see the GUI of our Org.</li> </ol> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Accessing the Org via API</h3><a id="user-content-accessing-the-org-via-api" class="anchor" aria-label="Permalink: Accessing the Org via API" href="#accessing-the-org-via-api"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">First, store your Salesforce org / OpenAI / AWS Bedrock / TogetherAI API keys in <code>.env</code></p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="OPENAI_API_KEY=... ..."><pre>OPENAI_API_KEY=... ...</pre></div> <p dir="auto">Then, you can use Simple Salesforce to connect to our Org.</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from simple_salesforce import Salesforce import os sf = Salesforce(username=os.getenv("SALESFORCE_USERNAME"), password=os.getenv("SALESFORCE_PASSWORD"), security_token=os.getenv("SALESFORCE_SECURITY_TOKEN")) sf.query.query_all(...)"><pre><span class="pl-k">from</span> <span class="pl-s1">simple_salesforce</span> <span class="pl-k">import</span> <span class="pl-v">Salesforce</span> <span class="pl-k">import</span> <span class="pl-s1">os</span> <span class="pl-s1">sf</span> <span class="pl-c1">=</span> <span class="pl-en">Salesforce</span>(<span class="pl-s1">username</span><span class="pl-c1">=</span><span class="pl-s1">os</span>.<span class="pl-c1">getenv</span>(<span class="pl-s">"SALESFORCE_USERNAME"</span>), <span class="pl-s1">password</span><span class="pl-c1">=</span><span class="pl-s1">os</span>.<span class="pl-c1">getenv</span>(<span class="pl-s">"SALESFORCE_PASSWORD"</span>), <span class="pl-s1">security_token</span><span class="pl-c1">=</span><span class="pl-s1">os</span>.<span class="pl-c1">getenv</span>(<span class="pl-s">"SALESFORCE_SECURITY_TOKEN"</span>)) <span class="pl-s1">sf</span>.<span class="pl-c1">query</span>.<span class="pl-c1">query_all</span>(...)</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Running experiments</h2><a id="user-content-running-experiments" class="anchor" aria-label="Permalink: Running experiments" href="#running-experiments"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To run experiments, you need to download CRMArena queries and schema from Huggingface:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from datasets import load_dataset queries = load_dataset("Salesforce/CRMArena", "CRMArena") schema = load_dataset("Salesforce/CRMArena", "schema")"><pre><span class="pl-k">from</span> <span class="pl-s1">datasets</span> <span class="pl-k">import</span> <span class="pl-s1">load_dataset</span> <span class="pl-s1">queries</span> <span class="pl-c1">=</span> <span class="pl-en">load_dataset</span>(<span class="pl-s">"Salesforce/CRMArena"</span>, <span class="pl-s">"CRMArena"</span>) <span class="pl-s1">schema</span> <span class="pl-c1">=</span> <span class="pl-en">load_dataset</span>(<span class="pl-s">"Salesforce/CRMArena"</span>, <span class="pl-s">"schema"</span>)</pre></div> <p dir="auto">Please refer to <code>crm_sandbox/data/assets.py</code> for more details.</p> <p dir="auto">Alternatively, we have prepared the evaluation scripts. Configure your setup in <code>run_tasks.sh</code> and launch experiments:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="bash run_tasks.sh"><pre>bash run_tasks.sh</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Citation</h2><a id="user-content-citation" class="anchor" aria-label="Permalink: Citation" href="#citation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">If you find this work useful, please consider citing:</p> <div class="highlight highlight-text-bibtex notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="@inproceedings{huang-etal-2025-crmarena, title = "CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments", author = "Huang, Kung-Hsiang and Prabhakar, Akshara and Dhawan, Sidharth and Mao, Yixin and Wang, Huan and Savarese, Silvio and Xiong, Caiming and Laban, Philippe and Wu, Chien-Sheng", booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)", year = "2025", }"><pre><span class="pl-k">@inproceedings</span>{<span class="pl-en">huang-etal-2025-crmarena</span>, <span class="pl-s">title</span> = <span class="pl-s"><span class="pl-pds">"</span>CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments<span class="pl-pds">"</span></span>, <span class="pl-s">author</span> = <span class="pl-s"><span class="pl-pds">"</span>Huang, Kung-Hsiang and</span> <span class="pl-s"> Prabhakar, Akshara and</span> <span class="pl-s"> Dhawan, Sidharth and</span> <span class="pl-s"> Mao, Yixin and</span> <span class="pl-s"> Wang, Huan and</span> <span class="pl-s"> Savarese, Silvio and</span> <span class="pl-s"> Xiong, Caiming and</span> <span class="pl-s"> Laban, Philippe and</span> <span class="pl-s"> Wu, Chien-Sheng<span class="pl-pds">"</span></span>, <span class="pl-s">booktitle</span> = <span class="pl-s"><span class="pl-pds">"</span>Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)<span class="pl-pds">"</span></span>, <span class="pl-s">year</span> = <span class="pl-s"><span class="pl-pds">"</span>2025<span class="pl-pds">"</span></span>, }</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Ethical Considerations</h2><a id="user-content-ethical-considerations" class="anchor" aria-label="Permalink: Ethical Considerations" href="#ethical-considerations"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This release is for research purposes only in support of an academic paper. Our models, datasets, and code are not specifically designed or evaluated for all downstream purposes. We strongly recommend users evaluate and address potential concerns related to accuracy, safety, and fairness before deploying this model. We encourage users to consider the common limitations of AI, comply with applicable laws, and leverage best practices when selecting use cases, particularly for high-risk scenarios where errors or misuse could significantly impact people’s lives, rights, or safety. For further guidance on use cases, refer to our AUP and AI AUP.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="qB4ueUg9BWbnb89nj9oPoCiWZrRJP1BRAIwHX2oe6Gz0JR+VfxMegbqA/ryuFyRCsCR2jY11vLlOrlq7jBwjgA==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments </p> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" 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