diff --git a/.gitignore b/.gitignore
index 7a751c02..6db56a4a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,6 +4,7 @@ example/
 .DS_Store
 .env
 src/**/*.json
+results
 ./*.json
 client_configs/*.yaml
 old_results
diff --git a/src/alpaca_eval/leaderboards/data_AlpacaEval_2/weighted_alpaca_eval_gpt4_turbo_leaderboard_old.csv b/src/alpaca_eval/leaderboards/data_AlpacaEval_2/weighted_alpaca_eval_gpt4_turbo_leaderboard_old.csv
deleted file mode 100644
index 392b5d98..00000000
--- a/src/alpaca_eval/leaderboards/data_AlpacaEval_2/weighted_alpaca_eval_gpt4_turbo_leaderboard_old.csv
+++ /dev/null
@@ -1,208 +0,0 @@
-,win_rate,standard_error,mode,avg_length,n_wins,n_wins_base,n_draws,n_total,discrete_win_rate,length_controlled_winrate,lc_standard_error
-Shopee-SlimMoA-v1,75.61428659805348,1.2706274059194729,community,1994,621,184,0,805,77.14285714285715,77.4515432873834,0.43017522149239595
-gemma-2-9b-it-WPO-HB,77.82503168985093,1.2355857177790277,community,2285,640,163,2,805,79.62732919254658,76.72506842726064,0.4242603928637889
-blendaxai-gm-l3-v35,73.41035740244067,1.254951147343878,community,2186,607,196,2,805,75.527950310559,73.37270365010379,0.6163911450738288
-gemma-2-9b-it-SimPO,65.86422561532919,1.423459922555078,community,1833,540,264,1,805,67.14285714285714,72.3508446939842,0.5167873784867067
-openpipe-moa-gpt-4-turbo-v1,63.15493451236265,1.422980098799326,community,1856,515,283,7,805,64.40993788819875,68.37866250336802,0.7309418614587613
-gemma-2-9b-it-DPO,65.35922380122982,1.402802336467638,community,2016,536,268,1,805,66.64596273291924,67.6620382198043,0.6605613085864308
-Together-MoA,59.8688062333292,1.434305604543079,community,1825,490,314,1,805,60.93167701863354,65.37996976852163,0.7392392836781445
-Storm-7B-best-of-64,63.04099075186919,1.4253258915161846,community,2340,519,286,0,805,64.472049689441,61.63789557199839,
-Together-MoA-Lite,56.593045622273294,1.4464848562244548,community,1968,456,347,2,805,56.77018633540373,59.1415240989275,0.7580510219326322
-aligner-2b_gpt-4-turbo-2024-04-09,46.77089325668323,1.3378060774476594,community,1370,371,417,17,805,40.18633540372671,58.33130206276722,
-gpt-4o-2024-05-13,51.32757578249279,1.4700094589795554,minimal,1873,429,369,7,805,53.72670807453416,57.45682883335095,
-higgs-llama-3-70b-v2,68.63519246435168,1.3151765652301792,community,2657,563,240,2,805,70.06211180124224,56.76317433000503,0.8571649314205525
-gpt-4-turbo-2024-04-09,46.11526538763708,1.474073957743638,minimal,1802,370,426,9,805,46.52173913043478,55.01530093647852,
-SPPO-Gemma-2-9B-It-PairRM,48.23404468746583,1.4568887170812033,community,1803,386,418,1,805,48.01242236024844,53.96983730150777,0.6516507968188552
-Llama-3-Instruct-8B-WPO-HB-v2,57.33198613024009,1.4953200715726744,community,2472,469,336,0,805,58.26086956521739,53.37264268894168,0.7120573420060313
-claude-3-5-sonnet-20240620,40.56021409682828,1.4679655403720542,community,1488,312,493,0,805,38.75776397515528,52.36675427146999,
-yi-large-preview,57.46724251946292,1.4305696667082746,verified,2335,463,338,4,805,57.7639751552795,51.894415134099546,
-gpt4_1106_preview_verbose,64.30360147101865,1.3348590089025316,dev,2402,525,268,12,805,65.96273291925466,51.57500797967598,
-gpt-4o-mini-2024-07-18,44.65413862507926,1.4572395578449813,minimal,1861,350,451,4,805,43.72670807453416,50.727144855901976,0.8284734951761676
-Storm-7B,50.26886905528583,1.4728176780737183,community,2045,397,408,0,805,49.31677018633541,50.45110959343775,
-gpt4_1106_preview,50.0,0.0,minimal,2049,0,0,805,805,50.0,50.0,
-Infinity-Instruct-7M-Gen-Llama3_1-70B,37.46327383827497,1.4734130373862548,community,1654,299,501,5,805,37.453416149068325,46.10043331712677,0.822439983375277
-Llama-3-Instruct-8B-SimPO-ExPO,40.63285400856655,1.4439449942168028,community,1765,325,479,1,805,40.43478260869565,45.78021783946177,
-Llama-3-Instruct-8B-SimPO,40.52977498461182,1.422574464675002,community,1825,319,485,1,805,39.68944099378882,44.65131348921881,0.8800655791760451
-Nanbeige-Plus-Chat-v0.1,56.70300973017392,1.482841874951873,community,2587,456,347,2,805,56.77018633540373,44.45966240337981,
-Qwen1.5-110B-Chat,33.77709527565118,1.3776163153661627,community,1631,255,545,5,805,31.98757763975156,43.90555221078692,
-gpt4_1106_preview_concise,22.92019444047205,1.232517714329424,dev,1136,172,622,11,805,22.049689440993788,41.896601591245386,
-aligner-2b_claude-3-opus-20240229,34.46337362321739,1.314666526302454,community,1669,225,475,105,805,34.47204968944099,41.823071715247664,
-Nanbeige2-16B-Chat,37.03608605005168,1.4340261272580377,community,1867,288,514,3,805,35.962732919254655,40.591286349562864,0.8504106275373426
-claude-3-opus-20240229,29.10526953334248,1.3941539442369442,minimal,1388,223,579,3,805,27.888198757763977,40.5095080124761,
-Infinity-Instruct-7M-Gen-mistral-7B,34.347412485016434,1.412595625747994,community,1742,263,541,1,805,32.732919254658384,39.66949964831439,0.8048310993594987
-Meta-Llama-3.1-405B-Instruct-Turbo,39.10666895419877,1.4335939943941904,minimal,1988,305,497,3,805,38.07453416149068,39.25732749961743,0.9064666759144326
-SPPO-Llama-3-Instruct-8B-PairRM,39.67286090605648,1.424722356202499,community,2066,310,494,1,805,38.57142857142858,38.56280663670214,0.8694594533275739
-gpt4,23.576789314782605,1.275704201206918,verified,1365,179,618,8,805,22.732919254658384,38.12808974440021,
-Qwen2-72B-Instruct,29.8527557752399,1.3690032071830978,verified,1626,231,569,5,805,29.006211180124225,38.07461345451606,0.8956826164517345
-Meta-Llama-3.1-70B-Instruct-Turbo,39.12691443804968,1.4277422726408466,minimal,2044,306,496,3,805,38.19875776397515,38.05512453607286,0.9009912768416926
-Infinity-Instruct-3M-0625-Llama3-70B,24.277231851026183,1.3152941480778837,community,1294,188,613,4,805,23.60248447204969,37.97881098506053,0.8189316873655579
-aligner-2b_qwen1.5-72b-chat,31.773037737123104,1.2392772646245978,community,1812,180,473,152,805,31.801242236024844,36.725868878524274,
-Qwen1.5-72B-Chat,26.49828339562733,1.304236164893057,verified,1549,201,600,4,805,25.217391304347824,36.571754111987296,
-gpt4_0314,22.073258928708075,1.2466725494608204,verified,1371,172,627,6,805,21.73913043478261,35.30706121640206,
-Ein-70B-v0.1,24.84472049689441,1.521406431103307,community,1467,199,604,2,805,24.84472049689441,35.029054008520646,
-claude-3-sonnet-20240229,25.556325292273296,1.3419811051815638,minimal,1420,193,608,4,805,24.22360248447205,34.87247436243302,
-FsfairX-Zephyr-Chat-v0.1,35.94648644102434,1.4410058098036145,community,2275,285,517,3,805,35.59006211180124,34.78744762311656,
-Meta-Llama-3-70B-Instruct,33.17785695886864,1.3886514096065603,minimal,1919,266,537,2,805,33.16770186335404,34.42459717459881,
-Infinity-Instruct-7M-Gen-Llama3_1-8B,28.525177213928405,1.3639196711615973,community,1640,224,578,3,805,28.012422360248447,33.918371039899895,0.8516395645308003
-gpt4_0613_verbose,23.237360043453418,1.283539505582624,dev,1473,171,630,4,805,21.490683229813666,33.82126688658535,
-mistral-large-2402,21.43877598137888,1.2485232545097724,verified,1362,166,638,1,805,20.6832298136646,32.65207998531868,
-SPPO-Mistral7B-PairRM-ExPO,35.4431306716895,1.398130896602677,community,2288,274,531,0,805,34.037267080745345,31.822321960655582,
-merlinite-7B-AOT,29.89635084070223,1.3666520485228832,community,1855,234,571,0,805,29.068322981366464,31.721885287042845,0.8150560619387706
-Infinity-Instruct-3M-0613-Llama3-70B,19.265008711394984,1.1892676587571642,community,1192,143,658,4,805,18.012422360248447,31.525606214845013,0.7743157557419648
-Samba-CoE-v0.2-best-of-16,26.988254318335404,1.3189030000371738,community,1578,201,601,3,805,25.15527950310559,31.506544268148147,
-Infinity-Instruct-3M-0625-Mistral-7B,21.087714332440324,1.2475078604303778,community,1305,165,638,2,805,20.62111801242236,31.42101004652769,0.7967814834411304
-REBEL-Llama-3-8B-Instruct,34.30642383142354,1.3914900255573264,community,2372,268,537,0,805,33.29192546583851,31.40409226280724,
-Mixtral-8x22B-Instruct-v0.1,22.21017054750302,1.2780740057417268,verified,1445,174,628,3,805,21.801242236024844,30.878810294279383,
-SPPO-Mistral7B-PairRM,32.2453123637764,1.3908000109577154,community,2114,249,556,0,805,30.93167701863354,30.494137965217423,
-claude-2.1_verbose,24.35407109006212,1.293586209982439,dev,1414,191,613,1,805,23.7888198757764,30.29117916664986,
-gpt4_0613,15.75503808763975,1.0754642482396215,verified,1140,117,684,4,805,14.782608695652174,30.18332231673423,
-Snorkel-Mistral-PairRM-DPO-best-of-16,34.8601328912795,1.3599450436840308,community,2616,270,533,2,805,33.66459627329193,29.974321613074405,
-Contextual-KTO-Mistral-PairRM,33.227355200024846,1.3779687477923963,verified,2521,260,544,1,805,32.36024844720497,29.705808939683976,
-pairrm-Yi-34B-Chat,31.24128294680746,1.34824373994879,community,2195,239,563,3,805,29.87577639751553,28.81484086684313,
-mistral-medium,21.855772543652176,1.2682402187223842,verified,1500,164,639,2,805,20.496894409937887,28.614337401726104,
-claude-2,17.188240356708075,1.17482825615589,verified,1069,131,673,1,805,16.335403726708076,28.155196141629148,
-Samba-CoE-v0.2,21.847378669267083,1.2171089783436106,community,1469,159,645,1,805,19.81366459627329,27.62426735006872,
-Infinity-Instruct-3M-0625-Llama3-8B,19.364378673728307,1.1904760520311013,community,1336,147,655,3,805,18.4472049689441,27.518835489680203,0.7623277408602316
-claude,16.98534361236025,1.1687959793014906,verified,1082,129,676,0,805,16.024844720496894,27.289504443727107,
-internlm2-chat-20b-ExPO,46.185367468861,1.4638315245977938,community,3335,375,430,0,805,46.58385093167702,27.225759480731792,
-Yi-34B-Chat,29.65994671879504,1.3225712597906096,verified,2123,219,582,4,805,27.45341614906832,27.19054787762733,
-Starling-LM-7B-beta-ExPO,29.600851847906423,1.3252049542916096,community,2215,225,580,0,805,27.95031055900621,26.411156713811028,
-Snorkel-Mistral-PairRM-DPO,30.220052700671644,1.3328273012530358,community,2736,231,572,1,804,28.79353233830846,26.39144645733206,
-tulu-2-dpo-70b-ExPO,22.98061970610497,1.3591734082562228,community,1738,184,620,1,805,22.919254658385093,25.72330817134933,
-claude-instant-1.2,16.12739962159006,1.1341036838301686,community,1112,120,682,3,805,15.093167701863356,25.61225902543337,
-Infinity-Instruct-3M-0613-Mistral-7B,15.747828130770788,1.1194852005680405,community,1180,118,687,0,805,14.658385093167702,25.501557794727287,
-dbrx-instruct,18.44834898407453,1.255388020324377,verified,1450,150,655,0,805,18.633540372670808,25.37544974044448,
-claude-2.1,15.733506736409938,1.120315865445773,verified,1096,115,688,2,805,14.409937888198757,25.251943886133027,
-Nanbeige2-8B-Chat,39.35450207219922,1.4524224245579649,community,2709,323,480,2,805,40.24844720496895,25.24207090175315,
-xwinlm-70b-v0.1,21.812957073875776,1.230327447605842,community,1775,166,635,4,805,20.869565217391305,24.649686057119272,
-gemini-pro,18.177644540571432,1.158850379070738,minimal,1456,135,665,5,805,17.080745341614907,24.38177610802152,
-Qwen1.5-14B-Chat,18.645814361932988,1.13513402106825,verified,1607,137,664,4,805,17.267080745341616,23.89664677030536,
-Mixtral-8x7B-Instruct-v0.1,18.25531762637268,1.1885585968848205,minimal,1465,135,668,2,805,16.8944099378882,23.68848260134481,
-evo-v2-7b,20.834113022583853,1.2159901798146158,community,1754,158,644,3,805,19.81366459627329,23.35770570204821,
-Mixtral-8x7B-Instruct-v0.1_verbose,24.61406305018634,1.2975757385881228,dev,2083,194,609,2,805,24.22360248447205,23.223120780856064,
-ghost-8b-beta-disl-0x5,29.140548966689888,1.3246103415627062,community,2430,218,587,0,805,27.080745341614907,23.117114799655457,0.587371143107035
-Mixtral-8x7B-Instruct-v0.1_concise,13.744040154795034,1.071868299237546,dev,910,105,700,0,805,13.043478260869565,22.962609472758643,
-Meta-Llama-3-8B-Instruct,22.56990260931677,1.257580233106263,minimal,1899,176,626,3,805,22.049689440993788,22.91878467313347,0.849800881963191
-Samba-CoE-v0.1,16.835501870062114,1.1180386124646702,community,1316,124,680,1,805,15.46583850931677,22.865837334795227,
-gpt-3.5-turbo-16k-0613,14.13239070746584,1.027579400264853,verified,1328,96,704,5,805,12.236024844720497,22.720189163383225,
-internlm2-chat-7b-ExPO,28.067817437082898,1.3159792318125112,community,2390,209,595,1,805,26.02484472049689,22.66748024879648,
-gpt-3.5-turbo-0613,14.09579857390062,1.0371186215049395,community,1331,99,700,6,805,12.670807453416147,22.35251298054288,
-gpt-3.5-turbo-1106_verbose,12.76316981026087,1.044246819212278,dev,1058,94,709,2,805,11.801242236024844,22.00093702171442,
-Infinity-Instruct-3M-0625-Qwen2-7B,15.322182555525842,1.0986373100856872,community,1315,118,685,2,805,14.782608695652174,21.87399673499932,0.6990992627857084
-gpt4_0613_concise,9.400320574596272,0.901021275896262,dev,627,71,729,5,805,9.130434782608695,21.57799091454269,
-pairrm-tulu-2-70b,18.638962967441,1.1924966700012911,community,1607,140,665,0,805,17.391304347826086,21.428403975507223,
-tulu-2-dpo-70b,15.982854374136648,1.1457861368237434,verified,1418,119,683,3,805,14.96894409937888,21.238610038371124,
-Meta-Llama-3.1-8B-Instruct-Turbo,21.841523410839937,1.2489757978275888,minimal,2181,168,632,2,802,21.07231920199501,20.85398744758185,0.7027366237502348
-Mistral-7B-Instruct-v0.3,16.693179605176876,1.114857061574165,verified,1581,120,684,1,805,14.96894409937888,20.61004837179779,0.7774158380429053
-Mistral-7B-ReMax-v0.1,15.999331369031056,1.1288683901451453,community,1478,120,683,2,805,15.031055900621118,20.55136770233589,
-Infinity-Instruct-3M-0625-Yi-1.5-9B,16.203844277153284,1.1057840624447524,community,1449,123,681,1,805,15.341614906832298,20.538372631222003,0.6401022229216694
-Starling-LM-7B-alpha-ExPO,18.17975592036216,1.2498324795896385,community,1821,148,657,0,805,18.385093167701864,19.4741654606294,
-gpt-3.5-turbo-1106,9.177964561962735,0.8904117511864436,verified,796,64,737,4,805,8.198757763975156,19.30058903498905,
-LMCocktail-10.7B-v1,13.153430917391304,1.045719535661201,community,1203,104,700,1,805,12.981366459627331,18.950710386651053,
-internlm2-chat-20b-ppo,21.74915450048448,1.2443662409548863,community,2373,170,632,3,805,21.30434782608696,18.748739485433603,
-claude-2.1_concise,9.22712524063354,0.8921752289142333,dev,573,72,730,3,805,9.130434782608695,18.2084579084493,
-gpt-3.5-turbo-0301,9.622453295105588,0.9129656686751644,verified,827,71,733,1,805,8.881987577639752,18.09324155198033,
-xwinlm-13b-v0.1,17.42793475019876,1.1450161466942668,community,1894,129,672,4,805,16.273291925465838,17.918937898189796,
-deepseek-llm-67b-chat,12.093422264919258,1.017384363293138,community,1151,90,713,2,805,11.304347826086955,17.843384089909343,
-gpt35_turbo_instruct,8.462446504415423,0.8724086933609648,community,1018,66,735,3,804,8.395522388059701,17.72780108286588,
-tulu-2-dpo-13b-ExPO,15.551405429399557,1.171485338425437,community,1649,121,679,5,805,15.341614906832298,17.591404469940848,
-wizardlm-70b,14.383896086782608,1.0395048912985754,community,1545,106,697,2,805,13.291925465838508,17.575060737493747,
-vicuna-33b-v1.3,12.705947921540371,0.999255784310268,verified,1479,90,711,4,805,11.428571428571429,17.574575310874923,
-pairrm-tulu-2-13b,13.831901016757762,1.0835284665170843,community,1454,110,694,1,805,13.72670807453416,17.40520369795085,
-Conifer-7B-DPO,11.31358564916222,0.9870897936343656,community,1253,87,717,1,805,10.869565217391305,17.11249588276248,
-Mistral-7B-Instruct-v0.2,14.722772657714286,1.0785266446729775,minimal,1676,113,691,1,805,14.09937888198758,17.111251846021165,
-evo-7b,15.577437399527952,1.0835570388658722,community,1774,112,689,4,805,14.161490683229813,16.489386004239325,
-humpback-llama2-70b,10.121771502645965,0.9401806122130112,community,1107,77,727,1,805,9.627329192546584,16.249164231428974,
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