{"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/feta-a-benchmark-for-few-sample-task-transfer","title":"FETA: A Benchmark for Few-Sample Task Transfer in Open-Domain Dialogue","arxiv_id":"2205.06262","date":"2022-05-12","proceeding":null,"authors":["Alon Albalak","Yi-Lin Tuan","Pegah Jandaghi","Connor Pryor","Luke Yoffe","Deepak Ramachandran","Lise Getoor","Jay Pujara","William Yang Wang"],"abstract":"Task transfer, transferring knowledge contained in related tasks, holds the promise of reducing the quantity of labeled data required to fine-tune language models. Dialogue understanding encompasses many diverse tasks, yet task transfer has not been thoroughly studied in conversational AI. This work explores conversational task transfer by introducing FETA: a benchmark for few-sample task transfer in open-domain dialogue. FETA contains two underlying sets of conversations upon which there are 10 and 7 tasks annotated, enabling the study of intra-dataset task transfer; task transfer without domain adaptation. We utilize three popular language models and three learning algorithms to analyze the transferability between 132 source-target task pairs and create a baseline for future work. We run experiments in the single- and multi-source settings and report valuable findings, e.g., most performance trends are model-specific, and span extraction and multiple-choice tasks benefit the most from task transfer. In addition to task transfer, FETA can be a valuable resource for future research into the efficiency and generalizability of pre-training datasets and model architectures, as well as for learning settings such as continual and multitask learning.","url_abs":"https://arxiv.org/abs/2205.06262v2","url_pdf":"https://arxiv.org/pdf/2205.06262v2.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":"feta-a-benchmark-for-few-sample-task-transfer","repo_url":"https://github.com/alon-albalak/tlidb","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"dialogue-understanding","task_name":"Dialogue Understanding"},{"task_slug":"domain-adaptation","task_name":"Domain Adaptation"},{"task_slug":"multiple-choice","task_name":"Multiple-choice"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2205.06262","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2205.06262"}},"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/alon-albalak/tlidb","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":9},"by_repo_kind":{"official":{"samples":9,"ran":0,"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":"6513af62bcecc6c7","entry":"get_DD_subset_from_DDpp_context","repo":"alon-albalak/tlidb","repo_kind":"official","path":"dataset_preprocessing/DailyDialog/add_DDpp_annotations.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/dataset_preprocessing/DailyDialog/add_DDpp_annotations.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6513af62bcecc6c7"}},{"code_sha256_prefix":"5f11d3669eee492b","entry":"get_DD_turn_subset_from_DDpp_start","repo":"alon-albalak/tlidb","repo_kind":"official","path":"dataset_preprocessing/DailyDialog/add_DDpp_annotations.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/dataset_preprocessing/DailyDialog/add_DDpp_annotations.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5f11d3669eee492b"}},{"code_sha256_prefix":"e74b4dc394b98cfc","entry":"get_dataloader","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/data_loaders/data_loaders.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/data_loaders/data_loaders.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e74b4dc394b98cfc"}},{"code_sha256_prefix":"1d86103d939c1b2c","entry":"get_eval_loader","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/data_loaders/data_loaders.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/data_loaders/data_loaders.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1d86103d939c1b2c"}},{"code_sha256_prefix":"ed08ccd15847eb99","entry":"get_train_loader","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/data_loaders/data_loaders.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/data_loaders/data_loaders.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ed08ccd15847eb99"}},{"code_sha256_prefix":"56f5d5806ea068f8","entry":"load_dataset","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/datasets/TLiDB_dataset.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/datasets/TLiDB_dataset.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"56f5d5806ea068f8"}},{"code_sha256_prefix":"ad8920c648d3320a","entry":"load_dataset_local","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/datasets/TLiDB_dataset.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/datasets/TLiDB_dataset.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ad8920c648d3320a"}},{"code_sha256_prefix":"43a3c2167ee18528","entry":"load_split_ids","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/datasets/TLiDB_dataset.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/datasets/TLiDB_dataset.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"43a3c2167ee18528"}},{"code_sha256_prefix":"cbf7ee125a81ce54","entry":"numel","repo":"alon-albalak/tlidb","repo_kind":"official","path":"tlidb/TLiDB/utils/utils.py","file_url":"https://github.com/alon-albalak/tlidb/blob/HEAD/tlidb/TLiDB/utils/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"cbf7ee125a81ce54"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}