{"id":"https://openalex.org/W7224672932","doi":"https://doi.org/10.18653/2026.wmt-main.59","title":"Findings of the WMT 2026 Shared Task: Multitask LLMs with Limited Resources","display_name":"Findings of the WMT 2026 Shared Task: Multitask LLMs with Limited Resources","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7224672932","doi":"https://doi.org/10.18653/2026.wmt-main.59"},"language":"en","primary_location":{"id":"doi:10.18653/2026.wmt-main.59","doi":"https://doi.org/10.18653/2026.wmt-main.59","is_oa":true,"landing_page_url":"https://doi.org/10.18653/2026.wmt-main.59","pdf_url":"https://aclanthology.org/2026.wmt-main.59.pdf","source":{"id":"https://openalex.org/S7407087242","display_name":"Conference on Machine Translation (WMT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh Conference on Machine Translation","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://aclanthology.org/2026.wmt-main.59.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029820736","display_name":"Shu Okabe","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":"DE","type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Shu Okabe","raw_affiliation_strings":["Munich Center for Machine Learning (MCML)","Technical University of Munich (TUM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Munich Center for Machine Learning (MCML)","institution_ids":["https://openalex.org/I4403386549"]},{"raw_affiliation_string":"Technical University of Munich (TUM)","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067887077","display_name":"Marion Weller-Di Marco","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marion Di Marco","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160136167","display_name":"Kathy Haemmerl","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kathy Haemmerl","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043273387","display_name":"Daryna Dementieva","orcid":"https://orcid.org/0000-0003-0929-4140","observed_orcids":["https://orcid.org/0000-0003-0929-4140"]},"institutions":[{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":"DE","type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daryna Dementieva","raw_affiliation_strings":["Munich Center for Machine Learning (MCML)","Technical University of Munich (TUM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Munich Center for Machine Learning (MCML)","institution_ids":["https://openalex.org/I4403386549"]},{"raw_affiliation_string":"Technical University of Munich (TUM)","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055868817","display_name":"Lukas Edman","orcid":"https://orcid.org/0000-0001-8215-3614","observed_orcids":["https://orcid.org/0000-0001-8215-3614"]},"institutions":[{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":"DE","type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas Edman","raw_affiliation_strings":["Munich Center for Machine Learning (MCML)","Technical University of Munich (TUM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Munich Center for Machine Learning (MCML)","institution_ids":["https://openalex.org/I4403386549"]},{"raw_affiliation_string":"Technical University of Munich (TUM)","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120308413","display_name":"Marko M\u011b\u0161kank","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marko M\u011b\u0161kank","raw_affiliation_strings":["WITAJ-Sprachzentrum"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WITAJ-Sprachzentrum","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120308414","display_name":"Anita Hendrichowa","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anita Hendrichowa","raw_affiliation_strings":["WITAJ-Sprachzentrum"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WITAJ-Sprachzentrum","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101957153","display_name":"Alexander Fraser","orcid":"https://orcid.org/0000-0003-4891-682X","observed_orcids":["https://orcid.org/0000-0003-4891-682X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alexander Fraser","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.91359769,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1180","last_page":"1202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.018699999898672104,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/resource-constraints","display_name":"resource constraints","score":0.6069999933242798},{"id":"https://openalex.org/keywords/machine-translation","display_name":"machine translation","score":0.6019999980926514},{"id":"https://openalex.org/keywords/shared-task","display_name":"shared task","score":0.6729999780654907},{"id":"https://openalex.org/keywords/resource-limited-settings","display_name":"resource-limited settings","score":0.5249999761581421}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.475600004196167},{"id":"https://openalex.org/C3019252630","wikidata":"https://www.wikidata.org/wiki/Q6549547","display_name":"Limited resources","level":2,"score":0.4499000012874603},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37070000171661377},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3034999966621399},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.2743000090122223},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.27390000224113464},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.24879999458789825},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2395000010728836},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.226500004529953},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2134999930858612}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/2026.wmt-main.59","doi":"https://doi.org/10.18653/2026.wmt-main.59","is_oa":true,"landing_page_url":"https://doi.org/10.18653/2026.wmt-main.59","pdf_url":"https://aclanthology.org/2026.wmt-main.59.pdf","source":{"id":"https://openalex.org/S7407087242","display_name":"Conference on Machine Translation (WMT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh Conference on Machine Translation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/2026.wmt-main.59","doi":"https://doi.org/10.18653/2026.wmt-main.59","is_oa":true,"landing_page_url":"https://doi.org/10.18653/2026.wmt-main.59","pdf_url":"https://aclanthology.org/2026.wmt-main.59.pdf","source":{"id":"https://openalex.org/S7407087242","display_name":"Conference on Machine Translation (WMT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh Conference on Machine Translation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G3992037128","display_name":"HochleistungscomputeCluster","funder_award_id":"440719683","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6690480278","display_name":null,"funder_award_id":"440719683","funder_id":"https://openalex.org/F4320320873","funder_display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320873","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320322227","display_name":"Universidad Nacional de La Plata","ror":"https://ror.org/01tjs6929"},{"id":"https://openalex.org/F4320324306","display_name":"Bayerische Akademie der Wissenschaften","ror":"https://ror.org/001rdaz60"},{"id":"https://openalex.org/F4320331433","display_name":"Bayerisches Staatsministerium f\u00fcr Wissenschaft und Kunst","ror":null},{"id":"https://openalex.org/F4320336863","display_name":"Leibniz-Rechenzentrum","ror":"https://ror.org/05558nw16"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224672932.pdf","grobid_xml":"https://content.openalex.org/works/W7224672932.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7224610989","https://openalex.org/W7224401393","https://openalex.org/W7224622851","https://openalex.org/W7224538638","https://openalex.org/W7224585604","https://openalex.org/W7224187061","https://openalex.org/W7224404851","https://openalex.org/W2752050899","https://openalex.org/W7224399409","https://openalex.org/W7224370111"],"abstract_inverted_index":{"We":[0],"present":[1],"the":[2,5,19,63,71,80,88,94,99,115,129,159],"Findings":[3],"of":[4],"WMT":[6],"2026":[7],"Shared":[8,20,64],"Task":[9,21,65],"on":[10,68,120],"Multitask":[11],"LLMs":[12],"with":[13,154],"Limited":[14],"Resources.This":[15],"year,":[16],"we":[17],"extended":[18],"to":[22,75,77,112],"jointly":[23],"model":[24,72,121,148],"five":[25,33,152],"diverse":[26,127],"NLP":[27],"tasks,":[28,153],"Machine":[29],"Translation":[30],"(MT)":[31],"for":[32,51,158],"language":[34,53,90,106],"pairs":[35],"(eight":[36],"directions),":[37],"Question":[38],"Answering":[39],"(QA),":[40],"Spell":[41],"Checking":[42,45],"(SC),":[43],"Grammar":[44],"(GC),":[46],"and":[47,56,60,96,122,138],"Mathematical":[48],"Reasoning":[49],"(MR),":[50],"two":[52,89,92],"tracks:":[54,91],"Ukrainian":[55,95],"Sorbian":[57,100],"(grouping":[58],"Upper":[59],"Lower":[61],"Sorbian).As":[62],"is":[66,73],"focused":[67],"low-resource":[69],"conditions,":[70],"restricted":[74],"Qwen3.5-2B":[76],"remain":[78],"below":[79],"3B-parameter":[81],"threshold.In":[82],"total,":[83],"six":[84],"teams":[85],"participated":[86,103],"across":[87],"in":[93,98,104,128],"four":[97],"track.No":[101],"team":[102],"both":[105],"tracks.All":[107],"systems":[108,125,142],"have":[109],"been":[110],"uploaded":[111],"HuggingFace":[113],"by":[114],"participants.Despite":[116],"our":[117],"strict":[118],"restrictions":[119],"dataset":[123],"availability,":[124],"were":[126],"resources":[130],"they":[131],"used":[132],"as":[133,135],"well":[134],"their":[136],"training":[137],"inference":[139],"strategies.The":[140],"submitted":[141],"show":[143],"that":[144],"a":[145],"single":[146],"small":[147],"can":[149],"handle":[150],"all":[151],"clear":[155],"difficulty":[156],"shown":[157],"challenging":[160],"MR":[161],"only.":[162]},"counts_by_year":[],"updated_date":"2026-11-01T11:40:01.658920","created_date":"2026-10-30T00:00:00"}
