{"id":"https://openalex.org/W7166060894","doi":"https://doi.org/10.1007/978-3-032-29744-0_6","title":"Benchmarking Scientific Formula Vocalization in\u00a0Large Speech Language Models Toward Accessible Learning","display_name":"Benchmarking Scientific Formula Vocalization in\u00a0Large Speech Language Models Toward Accessible Learning","publication_year":2026,"publication_date":"2026-06-26","ids":{"openalex":"https://openalex.org/W7166060894","doi":"https://doi.org/10.1007/978-3-032-29744-0_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-29744-0_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-29744-0_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5039352554","display_name":"Xueyi Li","orcid":"https://orcid.org/0009-0006-4667-6614"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyi Li","raw_affiliation_strings":["Guangdong Institute of Smart Education, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4667-6614","affiliations":[{"raw_affiliation_string":"Guangdong Institute of Smart Education, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078859530","display_name":"Tianqiao Liu","orcid":"https://orcid.org/0000-0001-7997-3232"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tianqiao Liu","raw_affiliation_strings":["TAL Education Group, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6287-207X","affiliations":[{"raw_affiliation_string":"TAL Education Group, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090756394","display_name":"Jia\u2010qi Zheng","orcid":"https://orcid.org/0000-0002-9004-8336"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Zheng","raw_affiliation_strings":["Guangdong Institute of Smart Education, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9004-8336","affiliations":[{"raw_affiliation_string":"Guangdong Institute of Smart Education, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014957271","display_name":"Zitao Liu","orcid":"https://orcid.org/0000-0003-0491-307X"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zitao Liu","raw_affiliation_strings":["Guangdong Institute of Smart Education, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0491-307X","affiliations":[{"raw_affiliation_string":"Guangdong Institute of Smart Education, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042050762","display_name":"Yongdong Wu","orcid":"https://orcid.org/0000-0002-0850-724X"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongdong Wu","raw_affiliation_strings":["Guangdong Institute of Smart Education, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0850-724X","affiliations":[{"raw_affiliation_string":"Guangdong Institute of Smart Education, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012798405","display_name":"Weiqi Luo","orcid":"https://orcid.org/0000-0001-5605-7397"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqi Luo","raw_affiliation_strings":["Guangdong Institute of Smart Education, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5605-7397","affiliations":[{"raw_affiliation_string":"Guangdong Institute of Smart Education, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5014957271"],"corresponding_institution_ids":["https://openalex.org/I159948400"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.95414159,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"78","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13629","display_name":"Text Readability and Simplification","score":0.6097999811172485,"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/T13629","display_name":"Text Readability and Simplification","score":0.6097999811172485,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.06849999725818634,"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/T10028","display_name":"Topic Modeling","score":0.054499998688697815,"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/benchmarking","display_name":"Benchmarking","score":0.7282999753952026},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6639000177383423},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5748999714851379},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.5443999767303467},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5414000153541565},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.4602999985218048},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.45410001277923584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8920999765396118},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.7282999753952026},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6639000177383423},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5748999714851379},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.5443999767303467},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5414000153541565},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4812999963760376},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.4602999985218048},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45669999718666077},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.45410001277923584},{"id":"https://openalex.org/C2780876879","wikidata":"https://www.wikidata.org/wiki/Q3054749","display_name":"Meaning (existential)","level":2,"score":0.38749998807907104},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3776000142097473},{"id":"https://openalex.org/C2780882242","wikidata":"https://www.wikidata.org/wiki/Q14235582","display_name":"Literal (mathematical logic)","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C2778780117","wikidata":"https://www.wikidata.org/wiki/Q3269423","display_name":"Reading comprehension","level":3,"score":0.29190000891685486},{"id":"https://openalex.org/C504749915","wikidata":"https://www.wikidata.org/wiki/Q9010971","display_name":"Speech technology","level":3,"score":0.27140000462532043},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-29744-0_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-29744-0_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.890384316444397}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1966147466","https://openalex.org/W2095882146","https://openalex.org/W2972637686","https://openalex.org/W3004117245","https://openalex.org/W3198549210","https://openalex.org/W4224938475","https://openalex.org/W4283067311","https://openalex.org/W4393145541","https://openalex.org/W4403334466","https://openalex.org/W4404387360","https://openalex.org/W4409348494","https://openalex.org/W4409362074","https://openalex.org/W4409362737","https://openalex.org/W4415433560","https://openalex.org/W4415445049"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-28T06:15:30.350997","created_date":"2026-06-27T00:00:00"}
