{"id":5202,"date":"2024-07-22T03:55:00","date_gmt":"2024-07-21T18:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5202"},"modified":"2024-07-22T03:55:00","modified_gmt":"2024-07-21T18:55:00","slug":"spreadsheetllm-encoding-spreadsheets-for-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5202","title":{"rendered":"SpreadsheetLLM: Encoding Spreadsheets for Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SpreadsheetLLM: Encoding Spreadsheets for Large Language Models\u00a0<\/strong>[44.1]<br>SpreadsheetLLM\u306f\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u4e0a\u306e\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u89e3\u304d\u653e\u3064\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u7b26\u53f7\u5316\u624b\u6cd5\u3067\u3042\u308b\u3002 LLM\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u52b9\u679c\u7684\u306b\u5727\u7e2e\u3059\u308b\u9769\u65b0\u7684\u306a\u7b26\u53f7\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b SheetCompressor \u3092\u958b\u767a\u3057\u305f\u3002 SheetCompressor \u306b\u3088\u308b\u5fae\u8abf\u6574 LLM \u306e\u5727\u7e2e\u7387\u306f\u5e73\u5747 25 \u500d\u3067\u3042\u308b\u304c\u3001\u6700\u5148\u7aef\u306e 78.9% \u306e F1 \u30b9\u30b3\u30a2\u3092\u9054\u6210\u3057\u3001\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u3067\u306f 12.3% \u3092\u4e0a\u56de\u3063\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.09025v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.09025v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 12 Jul 2024 06:34:21 GMT)<\/li>\n\n\n\n<li>\u4e00\u822c\u306bLLM\u3067\u6271\u3044\u306b\u304f\u3044\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u300cstructural-anchor-based extraction, invertedindex translation, data-format-aware aggregation\u300d\u3067Markdown\u30e9\u30a4\u30af\u306a\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u3055\u3089\u306b\u306f\u30c6\u30fc\u30d6\u30eb\u8a8d\u8b58\u3068\u5883\u754c\u8b58\u5225\u3092\u5206\u3051\u308bChain of Spreadsheet\u00a0\u3092\u63d0\u6848\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306eSOTA\u3092\u4e3b\u5f35<\/li>\n\n\n\n<li>\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u8ad6\u6587\u3067\u300cSpreadsheets are characterized by their extensive two-dimensional grids, flexible layouts, and varied formatting options, which pose significant challenges for large language models (LLMs).\u300d\u3068\u66f8\u304b\u308c\u308b\u3068\u8907\u96d1\u306a\u6c17\u6301\u3061\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[223,498],"class_list":["post-5202","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-498"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5202","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5202"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5202\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5202"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5202"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5202"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}