{"id":"https://openalex.org/W7154351889","doi":"https://doi.org/10.48550/arxiv.2604.11154","title":"Environmental Footprint of GenAI Research: Insights from the Moshi Foundation Model","display_name":"Environmental Footprint of GenAI Research: Insights from the Moshi Foundation Model","publication_year":2026,"publication_date":"2026-04-13","ids":{"openalex":"https://openalex.org/W7154351889","doi":"https://doi.org/10.48550/arxiv.2604.11154"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.11154","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11154","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.11154","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119622947","display_name":"Marta L\u00f3pez-Rauhut","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"L\u00f3pez-Rauhut, Marta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033114563","display_name":"Lo\u00efc Landrieu","orcid":"https://orcid.org/0000-0002-7738-8141"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Landrieu, Loic","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133587325","display_name":"Mathieu Aubry","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aubry, Mathieu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5025118242","display_name":"Anne\u2010Laure Ligozat","orcid":"https://orcid.org/0000-0002-2188-3426"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ligozat, Anne-Laure","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.12849999964237213,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.12849999964237213,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.07479999959468842,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.052000001072883606,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/carbon-footprint","display_name":"Carbon footprint","score":0.6998999714851379},{"id":"https://openalex.org/keywords/greenhouse-gas","display_name":"Greenhouse gas","score":0.616100013256073},{"id":"https://openalex.org/keywords/environmental-impact-assessment","display_name":"Environmental impact assessment","score":0.5968000292778015},{"id":"https://openalex.org/keywords/ecological-footprint","display_name":"Ecological footprint","score":0.5483999848365784},{"id":"https://openalex.org/keywords/life-cycle-assessment","display_name":"Life-cycle assessment","score":0.5286999940872192},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5041000247001648},{"id":"https://openalex.org/keywords/footprint","display_name":"Footprint","score":0.48089998960494995},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.460999995470047},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.4564000070095062}],"concepts":[{"id":"https://openalex.org/C2780936489","wikidata":"https://www.wikidata.org/wiki/Q310667","display_name":"Carbon footprint","level":3,"score":0.6998999714851379},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.616100013256073},{"id":"https://openalex.org/C164749845","wikidata":"https://www.wikidata.org/wiki/Q320389","display_name":"Environmental impact assessment","level":2,"score":0.5968000292778015},{"id":"https://openalex.org/C83516724","wikidata":"https://www.wikidata.org/wiki/Q234173","display_name":"Ecological footprint","level":3,"score":0.5483999848365784},{"id":"https://openalex.org/C2778706760","wikidata":"https://www.wikidata.org/wiki/Q581950","display_name":"Life-cycle assessment","level":3,"score":0.5286999940872192},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5041000247001648},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.48539999127388},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.48089998960494995},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.460999995470047},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.4564000070095062},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.44620001316070557},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.42320001125335693},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.41179999709129333},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3847000002861023},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3700000047683716},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.35589998960494995},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3158999979496002},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.31360000371932983},{"id":"https://openalex.org/C29985473","wikidata":"https://www.wikidata.org/wiki/Q188460","display_name":"Natural resource","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.29789999127388},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.28769999742507935},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2842000126838684},{"id":"https://openalex.org/C111874474","wikidata":"https://www.wikidata.org/wiki/Q6005872","display_name":"Impact assessment","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C2776356880","wikidata":"https://www.wikidata.org/wiki/Q5381206","display_name":"Environmental data","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C520301825","wikidata":"https://www.wikidata.org/wiki/Q380170","display_name":"Energy conservation","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C2780331096","wikidata":"https://www.wikidata.org/wiki/Q24965464","display_name":"Energy modeling","level":3,"score":0.266400009393692},{"id":"https://openalex.org/C2777432860","wikidata":"https://www.wikidata.org/wiki/Q6510168","display_name":"Learning cycle","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C539469273","wikidata":"https://www.wikidata.org/wiki/Q1749732","display_name":"Environmental monitoring","level":2,"score":0.25769999623298645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.11154","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11154","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.11154","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11154","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.5487207770347595,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"New":[0],"multi-modal":[1],"large":[2],"language":[3],"models":[4,73],"(MLLMs)":[5],"are":[6,74,77],"continuously":[7],"being":[8],"trained":[9],"and":[10,30,41,92,157,170,195,201,209,227],"deployed,":[11],"following":[12],"rapid":[13],"development":[14,93],"cycles.":[15],"This":[16],"generative":[17],"AI":[18,133,239],"frenzy":[19],"is":[20],"driving":[21],"steady":[22],"increases":[23],"in":[24,63,153],"energy":[25,194],"consumption,":[26,197],"greenhouse":[27,198],"gas":[28,199],"emissions,":[29,200],"a":[31,106,116,127,187],"plethora":[32],"of":[33,48,57,71,84,102,109,145,179,211,230],"other":[34],"environmental":[35,46,69,177,228],"impacts":[36,70,178,229],"linked":[37],"to":[38,53,80,113,184,219,223],"datacenter":[39,212],"construction":[40],"hardware":[42],"manufacturing.":[43],"Mitigating":[44],"the":[45,60,64,68,81,85,90,100,110,136,143,150,176,207,234],"consequences":[47],"GenAI":[49,103],"remains":[50],"challenging":[51],"due":[52],"an":[54],"overall":[55],"lack":[56],"transparency":[58],"by":[59,125],"main":[61],"actors":[62],"field.":[65],"Even":[66],"when":[67],"specific":[72,154],"mentioned,":[75],"they":[76],"typically":[78],"restricted":[79],"carbon":[82],"footprint":[83],"final":[86],"training":[87,158,167],"run,":[88],"omitting":[89],"research":[91,104],"stages.":[94],"In":[95],"this":[96],"work,":[97],"we":[98,174,192],"explore":[99],"impact":[101],"through":[105],"fine-grained":[107],"analysis":[108,216],"compute":[111,225],"spent":[112],"create":[114],"Moshi,":[115],"7B-parameter":[117],"speech-text":[118],"foundation":[119],"model":[120,155],"for":[121,236],"real-time":[122],"dialogue":[123],"developed":[124],"Kyutai,":[126],"leading":[128],"privately":[129],"funded":[130],"open":[131],"science":[132],"lab.":[134],"For":[135],"first":[137],"time,":[138],"our":[139],"study":[140],"dives":[141],"into":[142],"anatomy":[144],"compute-intensive":[146],"MLLM":[147,231],"research,":[148,232],"quantifying":[149],"GPU-time":[151],"invested":[152],"components":[156],"phases,":[159],"as":[160,162],"well":[161],"early":[163],"experimental":[164],"stages,":[165],"failed":[166],"runs,":[168],"debugging,":[169],"ablation":[171],"studies.":[172],"Additionally,":[173],"assess":[175],"creating":[180],"Moshi":[181],"from":[182],"beginning":[183],"end":[185],"using":[186],"life":[188],"cycle":[189],"assessment":[190],"methodology:":[191],"quantify":[193],"water":[196],"mineral":[202],"resource":[203],"depletion":[204],"associated":[205],"with":[206],"production":[208],"use":[210],"hardware.":[213],"Our":[214],"detailed":[215],"allows":[217],"us":[218],"provide":[220],"actionable":[221],"guidelines":[222],"reduce":[224],"usage":[226],"paving":[233],"way":[235],"more":[237],"sustainable":[238],"research.":[240]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-15T00:00:00"}
