{"id":"https://openalex.org/W4377371831","doi":"https://doi.org/10.48550/arxiv.2305.11598","title":"Introspective Tips: Large Language Model for In-Context Decision Making","display_name":"Introspective Tips: Large Language Model for In-Context Decision Making","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4377371831","doi":"https://doi.org/10.48550/arxiv.2305.11598"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2305.11598","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2305.11598","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103264737","display_name":"Liting Chen","orcid":"https://orcid.org/0000-0003-3353-305X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Liting","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364503","display_name":"Lu Wang","orcid":"https://orcid.org/0000-0002-9437-6898"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Lu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101567713","display_name":"Hang Dong","orcid":"https://orcid.org/0000-0002-7357-6452"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dong, Hang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110979147","display_name":"Yali Du","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Du, Yali","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100716663","display_name":"Jie Yan","orcid":"https://orcid.org/0000-0003-2040-5964"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yan, Jie","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101564849","display_name":"Fangkai Yang","orcid":"https://orcid.org/0000-0002-3089-0345"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Fangkai","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415892","display_name":"Shuang Li","orcid":"https://orcid.org/0000-0001-9142-5036"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Shuang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073885088","display_name":"Pu Zhao","orcid":"https://orcid.org/0000-0001-5018-2859"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Pu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001527458","display_name":"Si Qin","orcid":"https://orcid.org/0000-0002-8127-4753"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qin, Si","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108894474","display_name":"Saravan Rajmohan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rajmohan, Saravan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088646345","display_name":"Qingwei Lin","orcid":"https://orcid.org/0000-0003-2559-2383"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Qingwei","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100331488","display_name":"Dongmei Zhang","orcid":"https://orcid.org/0000-0002-9230-2799"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Dongmei","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"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":2,"citation_normalized_percentile":{"value":0.91949,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":78,"max":84},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9974,"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/T10028","display_name":"Topic Modeling","score":0.9974,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9636,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9562,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/introspection","display_name":"Introspection","score":0.76042503}],"concepts":[{"id":"https://openalex.org/C129671850","wikidata":"https://www.wikidata.org/wiki/Q210501","display_name":"Introspection","level":2,"score":0.76042503},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6912053},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5451204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43377885},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.23963162},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18015891},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2305.11598","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.11598","pdf_url":"http://arxiv.org/pdf/2305.11598","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2305.11598","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2305.11598","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_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","score":0.76,"id":"https://metadata.un.org/sdg/16"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W4387405632","https://openalex.org/W4387405288","https://openalex.org/W4387404794","https://openalex.org/W4387404506","https://openalex.org/W2748952813","https://openalex.org/W2500774003","https://openalex.org/W2380479582","https://openalex.org/W2084234399","https://openalex.org/W162955351"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,112,129],"large":[3],"language":[4,11],"models":[5],"(LLMs)":[6],"has":[7],"substantially":[8],"influenced":[9],"natural":[10],"processing,":[12],"demonstrating":[13],"exceptional":[14],"results":[15],"across":[16,76],"various":[17],"tasks.":[18],"In":[19],"this":[20],"study,":[21],"we":[22,80,90],"employ":[23],"``Introspective":[24],"Tips\"":[25],"to":[26,94],"facilitate":[27],"LLMs":[28],"in":[29,53,115,123],"self-optimizing":[30],"their":[31],"decision-making.":[32,117],"By":[33],"introspectively":[34],"examining":[35],"trajectories,":[36],"LLM":[37,87,114],"refines":[38],"its":[39],"policy":[40],"by":[41,60],"generating":[42],"succinct":[43],"and":[44,56,74],"valuable":[45],"tips.":[46],"Our":[47,102],"method":[48],"enhances":[49],"the":[50,67,86,92,98,110,126],"agent's":[51,68],"performance":[52,128],"both":[54],"few-shot":[55],"zero-shot":[57],"learning":[58,65],"situations":[59],"considering":[61],"three":[62,99],"essential":[63],"scenarios:":[64],"from":[66,97],"past":[69],"experiences,":[70],"integrating":[71],"expert":[72],"demonstrations,":[73],"generalizing":[75],"diverse":[77],"games.":[78],"Importantly,":[79],"accomplish":[81],"these":[82],"improvements":[83],"without":[84],"fine-tuning":[85],"parameters;":[88],"rather,":[89],"adjust":[91],"prompt":[93],"generalize":[95],"insights":[96],"aforementioned":[100],"situations.":[101],"framework":[103],"not":[104],"only":[105],"supports":[106],"but":[107],"also":[108],"emphasizes":[109],"advantage":[111],"employing":[113],"in-contxt":[116],"Experiments":[118],"involving":[119],"over":[120],"100":[121],"games":[122],"TextWorld":[124],"illustrate":[125],"superior":[127],"our":[130],"approach.":[131]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4377371831","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-01-21T07:01:47.142506","created_date":"2023-05-23"}