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LOANS AND ALLOWANCE FOR CREDIT LOSSES - Allowance for Credit Losses (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2023
Dec. 31, 2022
Dec. 31, 2021
Allowance for credit loss - loans      
Beginning balance $ 61,059 $ 50,672  
Charge-offs (784)   $ (8,965)
Recoveries     6,118
Provision     (8,153)
Ending balance 66,669 61,059 50,672
Accrued interest receivable on loans $ 31,200 $ 25,100  
Financing Receivable, Accrued Interest, after Allowance for Credit Loss, Statement of Financial Position [Extensible Enumeration] Interest Receivable Interest Receivable  
Purchase of loans   $ 436,900  
Amount pledged $ 9,637,929 8,748,335  
Amounts outstanding 406,900    
Foreclosures in progress 5,800 3,500  
Sale of secondary market eligible residential consumer mortgage loans 6,100 5,300  
Provision 11,203 14,773 (8,839)
Liabilities for off-balance-sheet      
Beginning balance 1,123 803  
Charge-offs 0 0 0
Recoveries 0 0 0
PCD Allowance at Acquisition   0  
Provision (210)   (686)
Ending balance 913 1,123 803
Allowance for credit loss      
Beginning balance   49,869  
Charge-offs     (8,965)
Recoveries     6,118
Provision     (8,839)
Ending balance     49,869
Assets pledged as collateral | Borrowings from FHLB and FRB      
Allowance for credit loss - loans      
Amount pledged 4,390,000    
Topic ASC 326 [Member]      
Liabilities for off-balance-sheet      
Provision   320  
Elmira Savings Bank ("Elmira")      
Allowance for credit loss - loans      
Beginning balance 61,100    
Ending balance 66,700 61,100  
Commercial Loan      
Allowance for credit loss - loans      
Purchase of loans   125,300  
Consumer indirect      
Allowance for credit loss - loans      
Charge-offs (9,352)    
Purchase of loans   9,400  
Consumer direct      
Allowance for credit loss - loans      
Charge-offs (2,009)    
Purchase of loans   12,500  
Home equity      
Allowance for credit loss - loans      
Charge-offs (119)    
Purchase of loans   18,300  
Consumer mortgage      
Allowance for credit loss - loans      
Charge-offs (669)    
Purchase of loans   271,400  
Unallocated      
Allowance for credit loss - loans      
Beginning balance   1,000  
Charge-offs     0
Recoveries     0
Provision     0
Ending balance     1,000
Commercial Portfolio Segment      
Allowance for credit loss - loans      
Beginning balance     62,358
Liabilities for off-balance-sheet      
Beginning balance     1,489
Allowance for credit loss      
Beginning balance     60,869
Commercial Portfolio Segment | Commercial Loan      
Allowance for credit loss - loans      
Beginning balance 23,297 22,995 30,072
Charge-offs     (1,922)
Recoveries     796
Provision     (5,951)
Ending balance   23,297 22,995
Allowance for credit loss      
Charge-offs   (824)  
Recoveries   1,374  
PCD Allowance at Acquisition   71  
Commercial Portfolio Segment | Commercial Loan | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   (319)  
Commercial Portfolio Segment | Unallocated      
Allowance for credit loss - loans      
Beginning balance     1,000
Residential Portfolio Segment | Home equity      
Allowance for credit loss - loans      
Beginning balance 1,594 1,814 2,222
Charge-offs (119) (86) (225)
Recoveries 14 163 92
Provision 139   (275)
Ending balance 1,628 1,594 1,814
Allowance for credit loss      
PCD Allowance at Acquisition   0  
Residential Portfolio Segment | Home equity | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   (297)  
Residential Portfolio Segment | Consumer mortgage      
Allowance for credit loss - loans      
Beginning balance 14,343 10,017 10,672
Charge-offs (669) (313) (426)
Recoveries 48 62 91
Provision 1,611   (320)
Ending balance 15,333 14,343 10,017
Allowance for credit loss      
PCD Allowance at Acquisition   0  
Residential Portfolio Segment | Consumer mortgage | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   4,577  
Consumer Portfolio Segment | Commercial Loan      
Allowance for credit loss - loans      
Beginning balance 23,297    
Charge-offs (784)    
Recoveries 523    
Provision 3,818    
Ending balance 26,854 23,297  
Consumer Portfolio Segment | Consumer indirect      
Allowance for credit loss - loans      
Beginning balance 17,852 11,737 13,696
Charge-offs (9,352) (7,986) (5,160)
Recoveries 5,719 4,756 4,346
Provision 4,366   (1,145)
Ending balance 18,585 17,852 11,737
Allowance for credit loss      
PCD Allowance at Acquisition   0  
Consumer Portfolio Segment | Consumer indirect | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   9,345  
Consumer Portfolio Segment | Consumer direct      
Allowance for credit loss - loans      
Beginning balance 2,973 2,306 3,207
Charge-offs (2,009) (1,252) (1,232)
Recoveries 826 772 793
Provision 1,479   (462)
Ending balance 3,269 2,973 2,306
Allowance for credit loss      
PCD Allowance at Acquisition   0  
Consumer Portfolio Segment | Consumer direct | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   1,147  
Unallocated      
Allowance for credit loss - loans      
Beginning balance 1,000 1,000  
Charge-offs 0 0  
Recoveries 0 0  
Provision 0    
Ending balance 1,000 1,000 1,000
Allowance for credit loss      
PCD Allowance at Acquisition   0  
Unallocated | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   0  
Allowances For Credit Losses [Member]      
Allowance for credit loss      
Beginning balance 61,059 49,869  
Charge-offs (12,933) (10,461)  
Recoveries 7,130 7,127  
PCD Allowance at Acquisition   71  
Provision 11,413    
Ending balance 66,669 61,059 49,869
Allowances For Credit Losses [Member] | Topic ASC 326 [Member]      
Allowance for credit loss      
Provision   14,453  
Total Allowances For Credit Losses [Member]      
Allowance for credit loss - loans      
Beginning balance 62,182 50,672  
Charge-offs (12,933) (10,461)  
Recoveries 7,130 7,127  
Provision 11,203    
Ending balance $ 67,582 62,182 $ 50,672
Allowance for credit loss      
PCD Allowance at Acquisition   71  
Total Allowances For Credit Losses [Member] | Topic ASC 326 [Member]      
Allowance for credit loss - loans      
Provision   $ 14,773