{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/open-assistant-toolkit-version-2","title":"Open Assistant Toolkit -- version 2","arxiv_id":"2403.00586","date":"2024-03-01","proceeding":null,"authors":["Sophie Fischer","Federico Rossetto","Carlos Gemmell","Andrew Ramsay","Iain Mackie","Philip Zubel","Niklas Tecklenburg","Jeffrey Dalton"],"abstract":"We present the second version of the Open Assistant Toolkit (OAT-v2), an open-source task-oriented conversational system for composing generative neural models. OAT-v2 is a scalable and flexible assistant platform supporting multiple domains and modalities of user interaction. It splits processing a user utterance into modular system components, including submodules such as action code generation, multimodal content retrieval, and knowledge-augmented response generation. Developed over multiple years of the Alexa TaskBot challenge, OAT-v2 is a proven system that enables scalable and robust experimentation in experimental and real-world deployment. OAT-v2 provides open models and software for research and commercial applications to enable the future of multimodal virtual assistants across diverse applications and types of rich interaction.","url_abs":"https://arxiv.org/abs/2403.00586v1","url_pdf":"https://arxiv.org/pdf/2403.00586v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"open-assistant-toolkit-version-2","repo_url":"https://github.com/grill-lab/oat","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"code-generation","task_name":"Code Generation"},{"task_slug":"response-generation","task_name":"Response Generation"},{"task_slug":"retrieval","task_name":"Retrieval"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2403.00586","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2403.00586"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/grill-lab/oat","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":5},"by_repo_kind":{"official":{"samples":5,"ran":5,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"81a71c368ba6556b","entry":"get_conversation_text","repo":"grill-lab/oat","repo_kind":"official","path":"dashboard/src/conv_tab_helpers.py","file_url":"https://github.com/grill-lab/oat/blob/HEAD/dashboard/src/conv_tab_helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"81a71c368ba6556b"}},{"code_sha256_prefix":"759316741b3e48ed","entry":"get_most_common_intents","repo":"grill-lab/oat","repo_kind":"official","path":"dashboard/src/search_tab_helpers.py","file_url":"https://github.com/grill-lab/oat/blob/HEAD/dashboard/src/search_tab_helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"759316741b3e48ed"}},{"code_sha256_prefix":"a4c6648c0a92ba7e","entry":"get_nothing_count","repo":"grill-lab/oat","repo_kind":"official","path":"dashboard/src/search_tab_helpers.py","file_url":"https://github.com/grill-lab/oat/blob/HEAD/dashboard/src/search_tab_helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a4c6648c0a92ba7e"}},{"code_sha256_prefix":"449f4ce48bad1f91","entry":"get_search_count","repo":"grill-lab/oat","repo_kind":"official","path":"dashboard/src/search_tab_helpers.py","file_url":"https://github.com/grill-lab/oat/blob/HEAD/dashboard/src/search_tab_helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"449f4ce48bad1f91"}},{"code_sha256_prefix":"4c99b33aa30c182c","entry":"get_session_latency","repo":"grill-lab/oat","repo_kind":"official","path":"dashboard/src/conv_tab_helpers.py","file_url":"https://github.com/grill-lab/oat/blob/HEAD/dashboard/src/conv_tab_helpers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4c99b33aa30c182c"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}