{"id":"https://openalex.org/W4408355856","doi":"https://doi.org/10.1109/icassp49660.2025.10889496","title":"TELL ME: Tackle Electrocardiogram with Large Language Model Effectively","display_name":"TELL ME: Tackle Electrocardiogram with Large Language Model Effectively","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408355856","doi":"https://doi.org/10.1109/icassp49660.2025.10889496"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102825957","display_name":"Tianyi Shi","orcid":"https://orcid.org/0000-0002-8186-9183"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Shi","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037423917","display_name":"Siyang Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyang Zheng","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014224289","display_name":"Meng Zhu","orcid":"https://orcid.org/0000-0002-7519-4124"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Meng","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021835968","display_name":"Zhe Cui","orcid":"https://orcid.org/0000-0001-9865-4712"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Cui","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114234893","display_name":"Jin Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139765","display_name":"Beijing Computing Center","ror":"https://ror.org/047r47y76","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210139765"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Huang","raw_affiliation_strings":["Beijing Academy of Blockchain and Edge Computing,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Academy of Blockchain and Edge Computing,Beijing,China","institution_ids":["https://openalex.org/I4210139765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113672506","display_name":"Changrui Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139765","display_name":"Beijing Computing Center","ror":"https://ror.org/047r47y76","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210139765"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changrui Ren","raw_affiliation_strings":["Beijing Academy of Blockchain and Edge Computing,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Academy of Blockchain and Edge Computing,Beijing,China","institution_ids":["https://openalex.org/I4210139765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023023644","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0001-7821-4808"},"institutions":[{"id":"https://openalex.org/I4210139765","display_name":"Beijing Computing Center","ror":"https://ror.org/047r47y76","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210139765"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["Beijing Academy of Blockchain and Edge Computing,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Academy of Blockchain and Edge Computing,Beijing,China","institution_ids":["https://openalex.org/I4210139765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053619472","display_name":"Zhicheng Zhao","orcid":"https://orcid.org/0000-0001-6506-7298"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Zhao","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06716598,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9114999771118164,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9114999771118164,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6611060500144958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6611060500144958}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889496","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889496","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1978201364","https://openalex.org/W2095409369","https://openalex.org/W2152835673","https://openalex.org/W2194775991","https://openalex.org/W4283757299","https://openalex.org/W4320481500","https://openalex.org/W4386634562","https://openalex.org/W4390291290","https://openalex.org/W4402701904","https://openalex.org/W4406982964","https://openalex.org/W6739901393","https://openalex.org/W6778883912","https://openalex.org/W6791353385","https://openalex.org/W6796581206","https://openalex.org/W6810637551","https://openalex.org/W6852999659","https://openalex.org/W6853927101","https://openalex.org/W6854866820","https://openalex.org/W6856154222","https://openalex.org/W6857005926","https://openalex.org/W6857626974","https://openalex.org/W6862413947","https://openalex.org/W6869701151","https://openalex.org/W6940937141"],"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":{"Electrocardiogram":[0,61],"(ECG)":[1],"signals":[2,16],"are":[3],"crucial":[4],"indicators":[5],"of":[6,14,79],"various":[7],"human":[8],"physiological":[9],"states.":[10],"A":[11],"thorough":[12],"analysis":[13,54],"these":[15],"is":[17],"indispensable":[18],"for":[19],"applications":[20],"such":[21],"as":[22],"disease":[23],"prediction,":[24],"mental":[25],"stress":[26],"assessment,":[27,128],"and":[28,41,102,133],"other":[29],"medical":[30],"diagnostics.":[31],"Despite":[32],"the":[33,75,111],"rapid":[34],"progress":[35],"in":[36,45,51,113],"large":[37],"language":[38,47],"models":[39],"(LLM)":[40],"their":[42,49],"demonstrated":[43],"prowess":[44],"natural":[46],"understanding,":[48],"application":[50],"ECG":[52,82,94],"signal":[53,83],"remains":[55],"underexplored.":[56],"This":[57],"paper":[58],"introduces":[59],"Tackle":[60],"with":[62,96],"Large":[63],"Language":[64],"Model":[65],"Effectively":[66],"(TELL":[67],"ME),":[68],"a":[69,88],"novel":[70],"approach":[71],"that":[72],"effectively":[73],"transfers":[74],"robust":[76],"comprehension":[77],"capabilities":[78],"LLM":[80],"to":[81,92,109],"processing.":[84],"The":[85,116],"method":[86],"employs":[87],"front":[89],"alignment":[90],"strategy":[91],"align":[93],"modality":[95,98],"text":[97],"via":[99],"cross-attention":[100],"mechanism":[101],"incorporates":[103],"critical":[104],"manual":[105],"features":[106],"into":[107],"prompts":[108],"enhance":[110],"performances":[112],"specific":[114],"tasks.":[115],"proposed":[117],"solution":[118],"has":[119],"been":[120],"validated":[121],"across":[122],"three":[123],"downstream":[124],"tasks,":[125],"namely,":[126],"quality":[127],"ventricular":[129],"premature":[130],"beats":[131],"detection,":[132],"denoising":[134],"reconstruction,":[135],"consistently":[136],"achieving":[137],"state-of-the-art":[138],"(SOTA)":[139],"results.":[140]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}