{"id":"https://openalex.org/W4412887988","doi":"https://doi.org/10.18653/v1/2025.findings-acl.706","title":"Dynamic Steering With Episodic Memory For Large Language Models","display_name":"Dynamic Steering With Episodic Memory For Large Language Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412887988","doi":"https://doi.org/10.18653/v1/2025.findings-acl.706"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.706","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.706","pdf_url":"https://aclanthology.org/2025.findings-acl.706.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-acl.706.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119181287","display_name":"Van Dai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Van Dai Do","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103867920","display_name":"Quan Hung Tran","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Quan Hung Tran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045540854","display_name":"Svetha Venkatesh","orcid":"https://orcid.org/0000-0001-8675-6631"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Svetha Venkatesh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101936199","display_name":"Hung L\u00ea","orcid":"https://orcid.org/0000-0002-3126-184X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hung Le","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":"13731","last_page":"13749"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.954800009727478,"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":0.954800009727478,"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":0.9103000164031982,"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/T12031","display_name":"Speech and dialogue systems","score":0.9004999995231628,"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/computer-science","display_name":"Computer science","score":0.6663956642150879},{"id":"https://openalex.org/keywords/dynamic-random-access-memory","display_name":"Dynamic random-access memory","score":0.4490467309951782},{"id":"https://openalex.org/keywords/semiconductor-memory","display_name":"Semiconductor memory","score":0.18775507807731628},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.14691242575645447}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6663956642150879},{"id":"https://openalex.org/C118702147","wikidata":"https://www.wikidata.org/wiki/Q189396","display_name":"Dynamic random-access memory","level":3,"score":0.4490467309951782},{"id":"https://openalex.org/C98986596","wikidata":"https://www.wikidata.org/wiki/Q1143031","display_name":"Semiconductor memory","level":2,"score":0.18775507807731628},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.14691242575645447}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.706","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.706","pdf_url":"https://aclanthology.org/2025.findings-acl.706.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},{"id":"pmh:oai:figshare.com:article/29998870","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Dynamic_Steering_With_Episodic_Memory_For_Large_Language_Models/29998870","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Conference contribution"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.706","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.706","pdf_url":"https://aclanthology.org/2025.findings-acl.706.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412887988.pdf","grobid_xml":"https://content.openalex.org/works/W4412887988.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"exhibit":[4],"emergent":[5],"in-context":[6],"learning":[7],"(ICL)":[8],"capabilities,":[9],"allowing":[10],"them":[11],"to":[12,14,36,50,80,105,123,138],"adapt":[13],"unseen":[15],"tasks":[16,160],"based":[17],"on":[18,115],"example":[19],"demonstrations.Traditional":[20],"ICL":[21,47],"embeds":[22],"examples":[23,35],"within":[24],"the":[25,38,111,116],"prompt,":[26],"while":[27],"activation":[28,58],"steering,":[29],"uses":[30,134],"a":[31,62,98,120,135],"vector":[32,66],"derived":[33],"from":[34],"guide":[37],"latent":[39],"states":[40],"of":[41],"LLMs":[42,104],"toward":[43],"desired":[44],"behaviors.However,":[45],"traditional":[46],"is":[48],"difficult":[49],"control":[51,77],"quantitatively":[52],"and":[53,82,129,150,165],"consumes":[54],"valuable":[55],"context":[56],"space.Existing":[57],"steering":[59,65,109,130,141],"methods":[60],"apply":[61],"single":[63],"sentence-level":[64],"uniformly":[67],"across":[68,157],"all":[69],"tokens,":[70],"ignoring":[71],"LLMs'":[72],"token-wise,":[73],"auto-regressive":[74],"nature.This":[75],"coarse":[76],"can":[78],"lead":[79],"inconsistencies":[81],"suboptimal":[83],"adjustments":[84],"during":[85],"generation.To":[86],"address":[87],"this":[88],"problem,":[89],"we":[90],"introduce":[91],"Dynamic":[92],"Steering":[93],"with":[94],"Episodic":[95],"Memory":[96],"(DSEM),":[97],"novel":[99],"training-free":[100],"framework":[101],"that":[102],"aligns":[103],"given":[106],"demonstrations":[107],"by":[108],"at":[110],"token":[112,145],"level":[113],"conditioned":[114],"input":[117],"query.DSEM":[118],"employs":[119],"key-value":[121],"memory":[122],"store":[124],"associations":[125],"between":[126],"generated":[127],"tokens":[128],"vectors.During":[131],"inference,":[132],"it":[133],"nearest-neighbor":[136],"mechanism":[137],"dynamically":[139],"compute":[140],"vectors":[142],"for":[143],"each":[144],"chunk,":[146],"enabling":[147],"more":[148],"precise":[149],"adaptive":[151],"guidance.Our":[152],"method":[153],"surpasses":[154],"strong":[155],"baselines":[156],"diverse":[158],"alignment":[159,169],"-including":[161],"safety,":[162],"style":[163],"transfer,":[164],"role-playing":[166],"-demonstrating":[167],"improved":[168],"as":[170],"demonstration":[171],"size":[172],"scales.":[173]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}