{"id":"https://openalex.org/W7204271232","doi":"https://doi.org/10.48550/arxiv.2608.24295","title":"RecGPT-Mobile-V2 Technical Report","display_name":"RecGPT-Mobile-V2 Technical Report","publication_year":2026,"publication_date":"2026-08-25","ids":{"openalex":"https://openalex.org/W7204271232","doi":"https://doi.org/10.48550/arxiv.2608.24295"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.24295","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24295","pdf_url":"https://arxiv.org/pdf/2608.24295","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.24295","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5146497722","display_name":"Lingqing Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Lingqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148311896","display_name":"Bin Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Bin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135610070","display_name":"Weipeng Huang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Weipeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020976131","display_name":"Chengfei Lv","orcid":"https://orcid.org/0009-0000-4918-7425","observed_orcids":["https://orcid.org/0009-0000-4918-7425"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lv, Chengfei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146437546","display_name":"Chengyu Lai","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lai, Chengyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074657967","display_name":"Chuxin Chen","orcid":"https://orcid.org/0000-0002-0008-5302","observed_orcids":["https://orcid.org/0000-0002-0008-5302"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Chuxin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146569197","display_name":"Dimin Wang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Dimin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124187281","display_name":"Han Zhu","orcid":"https://orcid.org/0000-0002-9522-5637","observed_orcids":["https://orcid.org/0000-0002-9522-5637"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Han","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147744318","display_name":"Hongtao Cheng","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheng, Hongtao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148405624","display_name":"Jialin Zhu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Jialin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148230838","display_name":"Jian Wang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Jian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033460337","display_name":"Jiuning Lin","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Jiuning","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148202362","display_name":"Junqing Wu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Junqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148244144","display_name":"Li Chen","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135592724","display_name":"Qichao Ma","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Qichao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146458940","display_name":"Ruiquan Lan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lan, Ruiquan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102312697","display_name":"Shuai Zhong","orcid":"https://orcid.org/0009-0007-2283-5438","observed_orcids":["https://orcid.org/0009-0007-2283-5438","https://orcid.org/0009-0004-9453-4130"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhong, Shuai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5143457900","display_name":"Tao Wang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Tao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146472765","display_name":"Xiaodong Zhu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Xiaodong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004110079","display_name":"Yinjiang Cai","orcid":"https://orcid.org/0009-0003-8382-9809","observed_orcids":["https://orcid.org/0009-0003-8382-9809"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cai, Yinjiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146452162","display_name":"Yinnan Song","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Song, Yinnan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148353978","display_name":"Yipeng Yu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Yipeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148332643","display_name":"Yuan Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122144423","display_name":"Yuning Jiang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Yuning","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135637896","display_name":"Zhaode Wang","orcid":"https://orcid.org/0009-0009-0498-7491","observed_orcids":["https://orcid.org/0009-0009-0498-7491"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Zhaode","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146461142","display_name":"Zhibo Xiao","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiao, Zhibo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101558150","display_name":"Zhixin Ma","orcid":"https://orcid.org/0009-0007-7775-3157","observed_orcids":["https://orcid.org/0009-0007-7775-3157"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Zhixin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5077309048","display_name":"Zihong Huang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Zihong","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":true,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.5576000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.5576000213623047,"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"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.43970000743865967,"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"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.00019999999494757503,"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/on-device-deployment","display_name":"on-device deployment","score":0.7269999980926514},{"id":"https://openalex.org/keywords/chain-of-thought","display_name":"chain-of-thought","score":0.6359999775886536},{"id":"https://openalex.org/keywords/knowledge-distillation","display_name":"knowledge distillation","score":0.718999981880188},{"id":"https://openalex.org/keywords/low-bit-quantization","display_name":"low-bit quantization","score":0.6650000214576721},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"domain adaptation","score":0.5789999961853027},{"id":"https://openalex.org/keywords/implicit-user-behavior","display_name":"implicit user behavior","score":0.47600001096725464},{"id":"https://openalex.org/keywords/mobile-recommendation","display_name":"mobile recommendation","score":0.335999995470047}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7232000231742859},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6728000044822693},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5734999775886536},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5498999953269958},{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.5454999804496765},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4964999854564667},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.474700003862381},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4018999934196472},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.38760000467300415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3698999881744385},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.366100013256073},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.3596000075340271},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3582000136375427},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.3562000095844269},{"id":"https://openalex.org/C59656382","wikidata":"https://www.wikidata.org/wiki/Q191536","display_name":"Conjunction (astronomy)","level":2,"score":0.3531999886035919},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.3513000011444092},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.32330000400543213},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.32280001044273376},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3100000023841858},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3061000108718872},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.3001999855041504},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28679999709129333},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28529998660087585},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.26010000705718994},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.24295","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24295","pdf_url":"https://arxiv.org/pdf/2608.24295","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.24295","doi":"https://doi.org/10.48550/arxiv.2608.24295","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.24295","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.24295","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24295","pdf_url":"https://arxiv.org/pdf/2608.24295","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204271232.pdf","grobid_xml":"https://content.openalex.org/works/W7204271232.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W3101663736","https://openalex.org/W4389519254","https://openalex.org/W4391631327","https://openalex.org/W4405254469","https://openalex.org/W4407231747","https://openalex.org/W4409348154","https://openalex.org/W4412944599","https://openalex.org/W4412945706","https://openalex.org/W4414580500","https://openalex.org/W4414930158","https://openalex.org/W4416031380","https://openalex.org/W4416036941","https://openalex.org/W4416037467","https://openalex.org/W4416113410","https://openalex.org/W4416365805","https://openalex.org/W4417123803","https://openalex.org/W4417473560","https://openalex.org/W6929723227","https://openalex.org/W7133239020","https://openalex.org/W7133239970","https://openalex.org/W7160592672"],"related_works":["https://openalex.org/W7160592672","https://openalex.org/W4417473560","https://openalex.org/W7215806692","https://openalex.org/W7169783363","https://openalex.org/W7159622629","https://openalex.org/W7164038511","https://openalex.org/W7203894965","https://openalex.org/W4416932316","https://openalex.org/W7157969354","https://openalex.org/W7099505995"],"abstract_inverted_index":{"Personalized":[0],"Query":[1,165,200],"prediction":[2],"maps":[3],"implicit":[4],"behavioral":[5,22],"signals---clicks,":[6],"favorites,":[7],"purchases,":[8],"and":[9,26,37,66,92,95,105,123,142,182,226],"post-purchase":[10],"exploration---to":[11],"explicit":[12],"retrieval":[13,194],"intent.":[14],"On-device":[15],"deployment":[16],"makes":[17],"this":[18],"task":[19],"particularly":[20],"challenging:":[21],"trajectories":[23],"are":[24],"noisy":[25],"multi-scale,":[27],"multiple":[28],"Queries":[29],"may":[30],"be":[31],"valid":[32],"for":[33],"a":[34,38,73,86,114],"single":[35],"trajectory,":[36,84],"uniform":[39],"reasoning":[40],"policy":[41],"either":[42],"expends":[43],"unnecessary":[44],"computation":[45,229],"on":[46],"simple":[47],"instances":[48],"or":[49],"allocates":[50],"insufficient":[51],"capacity":[52],"to":[53,140,146,172,180,190,206,235],"complex":[54],"ones.":[55],"We":[56],"introduce":[57],"RecGPT-Mobile-V2,":[58],"an":[59,82,128,132],"end-to-end":[60],"framework":[61,77],"that":[62,198,207],"treats":[63],"intent":[64],"quality":[65,166],"execution":[67],"efficiency":[68],"as":[69],"coupled":[70],"objectives":[71],"within":[72],"staged":[74],"design.":[75],"The":[76,108],"transforms":[78],"heterogeneous":[79],"interactions":[80],"into":[81,113],"evidence-preserving":[83],"establishes":[85],"recommendation-native":[87],"foundation":[88],"through":[89],"domain":[90],"adaptation":[91],"supervised":[93],"alignment,":[94],"applies":[96],"reasoning-cost":[97],"optimization":[98],"only":[99,230],"after":[100],"grouped":[101],"rollouts":[102],"meet":[103],"grounding":[104],"utility":[106],"criteria.":[107],"resulting":[109],"teacher":[110],"is":[111,233],"distilled":[112],"compact":[115],"student":[116],"deployed":[117],"with":[118],"low-bit":[119],"execution,":[120],"structured":[121],"compression,":[122],"budget-aware":[124],"device--cloud":[125],"routing.":[126],"In":[127,155],"aligned":[129],"CoT":[130,186],"ablation,":[131],"evidence-focused":[133],"short":[134,221],"rationale":[135],"increases":[136],"ROUGE-L":[137],"from":[138,144,167,178,188],"0.228":[139],"0.315":[141],"Jaccard":[143],"0.174":[145],"0.248,":[147],"while":[148],"slightly":[149],"outperforming":[150],"the":[151,156,160,175,184,199,237],"full":[152],"five-stage":[153],"rationale.":[154],"controlled":[157],"RL":[158,171],"comparison,":[159],"complete":[161],"reward":[162],"formulation":[163],"improves":[164],"73.2%":[168],"under":[169],"quality-only":[170],"78.6%,":[173],"lowers":[174],"hard-failure":[176],"rate":[177],"3.6%":[179],"1.6%,":[181],"reduces":[183],"median":[185],"length":[187],"62":[189],"14":[191],"tokens.":[192],"Online":[193],"analysis":[195],"further":[196],"indicates":[197],"recall":[201,211],"channel":[202],"retrieves":[203],"inventory":[204],"complementary":[205],"surfaced":[208],"by":[209],"established":[210],"channels.":[212],"Collectively,":[213],"these":[214],"findings":[215],"support":[216],"sufficiency-oriented":[217],"rather":[218],"than":[219],"uniformly":[220],"reasoning:":[222],"retain":[223],"decision-relevant":[224],"evidence":[225],"allocate":[227],"additional":[228],"when":[231],"it":[232],"likely":[234],"improve":[236],"predicted":[238],"Query.":[239]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-08-27T00:00:00"}
