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+to+unleash+their+complementary+potential+and+harness+their+individual+strengths+is+highly+valuable.+Nevertheless%252C+vocabulary+discrepancies+among+various+LLMs+have+constrained+previous+studies+to+either+selecting+or+blending+completely+generated+outputs.+This+limitation+hinders+the+dynamic+correction+and+enhancement+of+outputs+during+the+generation+process%252C+resulting+in+a+limited+capacity+for+effective+ensemble.+To+address+this+issue%252C+we+propose+a+novel+method+to+Ensemble+LLMs+via+Vocabulary+Alignment+(EVA).+EVA+bridges+the+lexical+gap+among+various+LLMs%252C+enabling+meticulous+ensemble+at+each+generation+step.+Specifically%252C+we+first+learn+mappings+between+the+vocabularies+of+different+LLMs+with+the+assistance+of+overlapping+tokens.+Subsequently%252C+these+mappings+are+employed+to+project+output+distributions+of+LLMs+into+a+unified+space%252C+facilitating+a+fine-grained+ensemble.+Finally%252C+we+design+a+filtering+strategy+to+exclude+models+that+generate+unfaithful+tokens.+Experimental+results+on+commonsense+reasoning%252C+arithmetic+reasoning%252C+machine+translation%252C+and+data-to-text+generation+tasks+demonstrate+the+superiority+of+our+approach+compared+with+individual+LLMs+and+previous+ensemble+methods+conducted+on+complete+outputs.+Further+analyses+confirm+that+our+approach+can+leverage+knowledge+from+different+language+models+and+yield+consistent+improvement.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.9f6978d543004b20df4ad147ea109cd9%3frik%3dos%252bpUTuvGav2%252bg%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=LLM+Chat+with+a+PDF+Gap&FORM=IRPRST&ck=4A6EB47EC37BEEE9CAE1A46A977CCF33&selectedIndex=17&itb=0)
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