{"id":"https://openalex.org/W4406892196","doi":"https://doi.org/10.1109/fllm63129.2024.10852466","title":"From Scarcity to Sufficiency: Machine Translation Techniques for Low-Resource LLMs Enhancement","display_name":"From Scarcity to Sufficiency: Machine Translation Techniques for Low-Resource LLMs Enhancement","publication_year":2024,"publication_date":"2024-11-26","ids":{"openalex":"https://openalex.org/W4406892196","doi":"https://doi.org/10.1109/fllm63129.2024.10852466"},"language":"en","primary_location":{"id":"doi:10.1109/fllm63129.2024.10852466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fllm63129.2024.10852466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Foundation and Large Language Models (FLLM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038736812","display_name":"Hao Yang","orcid":"https://orcid.org/0000-0001-8861-7010"},"institutions":[{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hao Yang","raw_affiliation_strings":["2012 Labs Huawei Technologies CO., LTD"],"affiliations":[{"raw_affiliation_string":"2012 Labs Huawei Technologies CO., LTD","institution_ids":["https://openalex.org/I4210146936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402911","display_name":"Min Zhang","orcid":"https://orcid.org/0000-0002-3895-5510"},"institutions":[{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Min Zhang","raw_affiliation_strings":["2012 Labs Huawei Technologies CO., LTD"],"affiliations":[{"raw_affiliation_string":"2012 Labs Huawei Technologies CO., LTD","institution_ids":["https://openalex.org/I4210146936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060023404","display_name":"Jiaxin Guo","orcid":"https://orcid.org/0000-0002-2314-8804"},"institutions":[{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiaxin Guo","raw_affiliation_strings":["2012 Labs Huawei Technologies CO., LTD"],"affiliations":[{"raw_affiliation_string":"2012 Labs Huawei Technologies CO., LTD","institution_ids":["https://openalex.org/I4210146936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5038736812"],"corresponding_institution_ids":["https://openalex.org/I4210146936"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30772403,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"36","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.6146000027656555,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.6146000027656555,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13999","display_name":"Digital Rights Management and Security","score":0.6069999933242798,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/scarcity","display_name":"Scarcity","score":0.7281757593154907},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47999900579452515},{"id":"https://openalex.org/keywords/machine-translation","display_name":"Machine translation","score":0.4668819308280945},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4404500126838684},{"id":"https://openalex.org/keywords/resource-scarcity","display_name":"Resource scarcity","score":0.42887941002845764},{"id":"https://openalex.org/keywords/natural-resource-economics","display_name":"Natural resource economics","score":0.3932173252105713},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.21840700507164001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18299686908721924},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.10177960991859436}],"concepts":[{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.7281757593154907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47999900579452515},{"id":"https://openalex.org/C203005215","wikidata":"https://www.wikidata.org/wiki/Q79798","display_name":"Machine translation","level":2,"score":0.4668819308280945},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4404500126838684},{"id":"https://openalex.org/C2994506628","wikidata":"https://www.wikidata.org/wiki/Q3737914","display_name":"Resource scarcity","level":2,"score":0.42887941002845764},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.3932173252105713},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.21840700507164001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18299686908721924},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.10177960991859436},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fllm63129.2024.10852466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fllm63129.2024.10852466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Foundation and Large Language Models (FLLM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3175128719","https://openalex.org/W3156349322","https://openalex.org/W3125118161","https://openalex.org/W2114278339","https://openalex.org/W2373504199","https://openalex.org/W2122687022","https://openalex.org/W2613529085","https://openalex.org/W3176752334","https://openalex.org/W3081375606","https://openalex.org/W3124445167"],"abstract_inverted_index":{"This":[0],"study":[1],"addresses":[2],"the":[3],"significant":[4],"performance":[5,25],"disparities":[6],"in":[7,23,93],"large":[8],"language":[9],"models":[10],"between":[11],"high-resource":[12],"languages":[13,18],"like":[14],"English":[15],"and":[16,26,67,80,88],"low-resource":[17,94],"such":[19],"as":[20],"Thai,":[21],"particularly":[22],"chat":[24,82],"attack":[27,84],"defense.":[28],"We":[29],"introduce":[30],"MT-LLE":[31,76],"(Machine":[32],"Translation":[33],"for":[34],"Low-resource":[35],"LLMs":[36],"Enhancement),":[37],"a":[38],"novel":[39],"three-step":[40],"approach":[41],"leveraging":[42],"machine":[43,57,62,68,90],"translation":[44,58,63,69,91],"techniques":[45],"to":[46,51],"transfer":[47],"knowledge":[48],"from":[49],"resource-rich":[50],"resource-poor":[52],"languages.":[53,95],"The":[54],"method":[55],"comprises":[56],"continual":[59],"pre-training":[60],"(MT-CPT),":[61],"supervised":[64],"fine-tuning":[65],"(MT-SFT),":[66],"chain-of-thought":[70],"(MT-CoT).":[71],"Experimental":[72],"results":[73],"demonstrate":[74],"that":[75],"significantly":[77],"enhances":[78],"single":[79],"multi-round":[81],"performance,":[83,85],"localization":[86],"understanding,":[87],"even":[89],"capabilities":[92]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}