{"id":"https://openalex.org/W7160987426","doi":"https://doi.org/10.48550/arxiv.2605.10966","title":"MMTB: Evaluating Terminal Agents on Multimedia-File Tasks","display_name":"MMTB: Evaluating Terminal Agents on Multimedia-File Tasks","publication_year":2026,"publication_date":"2026-05-08","ids":{"openalex":"https://openalex.org/W7160987426","doi":"https://doi.org/10.48550/arxiv.2605.10966"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.10966","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10966","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.2605.10966","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5136032613","display_name":"Chiyeong Heo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Heo, Chiyeong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102976635","display_name":"Jaechang Kim","orcid":"https://orcid.org/0009-0009-1240-5869"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Jaechang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123528747","display_name":"Junhyuk Kwon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kwon, Junhyuk","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136037259","display_name":"Hoyoung Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Hoyoung","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136089118","display_name":"Dongmin Park","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Park, Dongmin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136072661","display_name":"Jonghyun Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Jonghyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5136042893","display_name":"Jungseul Ok","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ok, Jungseul","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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.6317999958992004,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.6317999958992004,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.1120000034570694,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.05270000174641609,"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/terminal","display_name":"Terminal (telecommunication)","score":0.7824000120162964},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6729000210762024},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.5630999803543091},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5618000030517578},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4986000061035156},{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.4742000102996826},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4684000015258789},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.46480000019073486}],"concepts":[{"id":"https://openalex.org/C2779664074","wikidata":"https://www.wikidata.org/wiki/Q3518405","display_name":"Terminal (telecommunication)","level":2,"score":0.7824000120162964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.757099986076355},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6729000210762024},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.6326000094413757},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5630999803543091},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5618000030517578},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5192000269889832},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4986000061035156},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.4742000102996826},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4684000015258789},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.46480000019073486},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30889999866485596},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30149999260902405},{"id":"https://openalex.org/C108803254","wikidata":"https://www.wikidata.org/wiki/Q857512","display_name":"Smacker video","level":4,"score":0.2922999858856201},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C165718592","wikidata":"https://www.wikidata.org/wiki/Q216640","display_name":"Computer terminal","level":3,"score":0.25209999084472656},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.10966","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10966","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.2605.10966","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10966","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Terminals":[0],"provide":[1],"a":[2,85,108,127],"powerful":[3],"interface":[4],"for":[5,12,51,119],"AI":[6],"agents":[7,53,77,95,148],"by":[8],"exposing":[9],"diverse":[10],"tools":[11],"automating":[13],"complex":[14],"workflows,":[15],"yet":[16],"existing":[17],"terminal-agent":[18],"benchmarks":[19],"largely":[20],"focus":[21],"on":[22,78,150],"tasks":[23,89],"grounded":[24],"in":[25],"text,":[26],"code,":[27],"and":[28,42,65,100,116,124,144,158],"structured":[29],"files.":[30,44,102],"However,":[31],"many":[32],"real-world":[33],"workflows":[34],"require":[35],"practitioners":[36],"to":[37,56,62,151],"work":[38],"directly":[39,96],"with":[40,46,98,114],"audio":[41,99,115],"video":[43,101,117],"Working":[45],"such":[47],"multimedia":[48,58,109,131,139],"files":[49,70],"calls":[50],"terminal":[52,76,94,120,132,154],"not":[54],"only":[55],"understand":[57],"content,":[59],"but":[60],"also":[61],"convert":[63],"auditory":[64],"visual":[66],"evidence":[67,147],"across":[68,90],"related":[69],"into":[71],"appropriate":[72],"actions.":[73],"To":[74],"evaluate":[75],"multimedia-file":[79],"tasks,":[80],"we":[81,105],"introduce":[82],"MultiMedia-TerminalBench":[83],"(MMTB),":[84],"benchmark":[86],"of":[87,130,138],"105":[88],"5":[91],"meta-categories":[92],"where":[93],"operate":[97],"Alongside":[103],"MMTB,":[104],"propose":[106],"Terminus-MM,":[107],"harness":[110],"that":[111],"extends":[112],"Terminus-KIRA":[113],"perception":[118],"agents.":[121],"Together,":[122],"MMTB":[123,156],"Terminus-MM":[125],"support":[126],"controlled":[128],"study":[129],"agents,":[133],"revealing":[134],"how":[135],"different":[136],"forms":[137],"access":[140],"shape":[141],"task":[142],"outcomes":[143],"determine":[145],"which":[146],"rely":[149],"construct":[152],"executable":[153],"workflows.":[155],"media":[157],"metadata":[159],"are":[160],"released":[161],"at":[162],"https://huggingface.co/datasets/mm-tbench/mmtb-media":[163]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-14T00:00:00"}
