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RoBERTa: An optimized method for pretraining self-supervised …

 July 24, 2025

Our optimized method, RoBERTa, produces state-of-the-art results on the widely used NLP benchmark, General Language Understanding Evaluation (GLUE). In addition to a paper detailing those results, we’re releasing the models and code that we used to demonstrate our approach’s effectiveness.

https://ai.meta.com/blog/roberta-an-optimized-method-for-pretraining-self-supervised-nlp-systems/

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RoBERTa: An optimized method for pretraining self-supervised … <body> <h1> Array ( [0] => eoberta: an optimized method for pretraining self-supervised &#8230; [1] => doberta: an optimized method for pretraining self-supervised &#8230; [2] => foberta: an optimized method for pretraining self-supervised &#8230; [3] => toberta: an optimized method for pretraining self-supervised &#8230; [4] => 5oberta: an optimized method for pretraining self-supervised &#8230; [5] => 4oberta: an optimized method for pretraining self-supervised &#8230; [6] => riberta: an optimized method for pretraining self-supervised &#8230; [7] => rkberta: an optimized method for pretraining self-supervised &#8230; [8] => rlberta: an optimized method for pretraining self-supervised &#8230; [9] => rpberta: an optimized method for pretraining self-supervised &#8230; [10] => r0berta: an optimized method for pretraining self-supervised &#8230; [11] => r9berta: an optimized method for pretraining self-supervised &#8230; [12] => roverta: an optimized method for pretraining self-supervised &#8230; [13] => ronerta: an optimized method for pretraining self-supervised &#8230; [14] => roherta: an optimized method for pretraining self-supervised &#8230; [15] => rogerta: an optimized method for pretraining self-supervised &#8230; [16] => robwrta: an optimized method for pretraining self-supervised &#8230; [17] => robsrta: an optimized method for pretraining self-supervised &#8230; [18] => robdrta: an optimized method for pretraining self-supervised &#8230; [19] => robrrta: an optimized method for pretraining self-supervised &#8230; [20] => rob4rta: an optimized method for pretraining self-supervised &#8230; [21] => rob3rta: an optimized method for pretraining self-supervised &#8230; [22] => robeeta: an optimized method for pretraining self-supervised &#8230; [23] => robedta: an optimized method for pretraining self-supervised &#8230; [24] => robefta: an optimized method for pretraining self-supervised &#8230; [25] => robetta: an optimized method for pretraining self-supervised &#8230; [26] => robe5ta: an optimized method for pretraining self-supervised &#8230; [27] => robe4ta: an optimized method for pretraining self-supervised &#8230; [28] => roberra: an optimized method for pretraining self-supervised &#8230; [29] => roberfa: an optimized method for pretraining self-supervised &#8230; [30] => roberga: an optimized method for pretraining self-supervised &#8230; [31] => roberya: an optimized method for pretraining self-supervised &#8230; [32] => rober6a: an optimized method for pretraining self-supervised &#8230; [33] => rober5a: an optimized method for pretraining self-supervised &#8230; [34] => robertz: an optimized method for pretraining self-supervised &#8230; [35] => roberts: an optimized method for pretraining self-supervised &#8230; [36] => robertw: an optimized method for pretraining self-supervised &#8230; [37] => robertq: an optimized method for pretraining self-supervised &#8230; [38] => roberta: zn optimized method for pretraining self-supervised &#8230; [39] => roberta: sn optimized method for pretraining self-supervised &#8230; [40] => roberta: wn optimized method for pretraining self-supervised &#8230; [41] => roberta: qn optimized method for pretraining self-supervised &#8230; [42] => roberta: ab optimized method for pretraining self-supervised &#8230; [43] => roberta: am optimized method for pretraining self-supervised &#8230; [44] => roberta: aj optimized method for pretraining self-supervised &#8230; [45] => roberta: ah optimized method for pretraining self-supervised &#8230; [46] => roberta: an iptimized method for pretraining self-supervised &#8230; [47] => roberta: an kptimized method for pretraining self-supervised &#8230; [48] => roberta: an lptimized method for pretraining self-supervised &#8230; [49] => roberta: an pptimized method for pretraining self-supervised &#8230; [50] => roberta: an 0ptimized method for pretraining self-supervised &#8230; [51] => roberta: an 9ptimized method for pretraining self-supervised &#8230; 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[143] => roberta: an optimized method for oretraining self-supervised &#8230; [144] => roberta: an optimized method for lretraining self-supervised &#8230; [145] => roberta: an optimized method for -retraining self-supervised &#8230; [146] => roberta: an optimized method for 0retraining self-supervised &#8230; [147] => roberta: an optimized method for peetraining self-supervised &#8230; [148] => roberta: an optimized method for pdetraining self-supervised &#8230; [149] => roberta: an optimized method for pfetraining self-supervised &#8230; [150] => roberta: an optimized method for ptetraining self-supervised &#8230; [151] => roberta: an optimized method for p5etraining self-supervised &#8230; [152] => roberta: an optimized method for p4etraining self-supervised &#8230; [153] => roberta: an optimized method for prwtraining self-supervised &#8230; [154] => roberta: an optimized method for prstraining self-supervised &#8230; [155] => roberta: an optimized method for prdtraining self-supervised &#8230; [156] => roberta: an optimized method for prrtraining self-supervised &#8230; [157] => roberta: an optimized method for pr4training self-supervised &#8230; [158] => roberta: an optimized method for pr3training self-supervised &#8230; [159] => roberta: an optimized method for prerraining self-supervised &#8230; [160] => roberta: an optimized method for prefraining self-supervised &#8230; [161] => roberta: an optimized method for pregraining self-supervised &#8230; [162] => roberta: an optimized method for preyraining self-supervised &#8230; [163] => roberta: an optimized method for pre6raining self-supervised &#8230; [164] => roberta: an optimized method for pre5raining self-supervised &#8230; [165] => roberta: an optimized method for preteaining self-supervised &#8230; [166] => roberta: an optimized method for pretdaining self-supervised &#8230; [167] => roberta: an optimized method for pretfaining self-supervised &#8230; [168] => roberta: an optimized method for prettaining self-supervised &#8230; [169] => roberta: an optimized method for pret5aining self-supervised &#8230; [170] => roberta: an optimized method for pret4aining self-supervised &#8230; [171] => roberta: an optimized method for pretrzining self-supervised &#8230; [172] => roberta: an optimized method for pretrsining self-supervised &#8230; [173] => roberta: an optimized method for pretrwining self-supervised &#8230; [174] => roberta: an optimized method for pretrqining self-supervised &#8230; [175] => roberta: an optimized method for pretrauning self-supervised &#8230; [176] => roberta: an optimized method for pretrajning self-supervised &#8230; [177] => roberta: an optimized method for pretrakning self-supervised &#8230; [178] => roberta: an optimized method for pretraoning self-supervised &#8230; [179] => roberta: an optimized method for pretra9ning self-supervised &#8230; [180] => roberta: an optimized method for pretra8ning self-supervised &#8230; [181] => roberta: an optimized method for pretraibing self-supervised &#8230; [182] => roberta: an optimized method for pretraiming self-supervised &#8230; [183] => roberta: an optimized method for pretraijing self-supervised &#8230; [184] => roberta: an optimized method for pretraihing self-supervised &#8230; [185] => roberta: an optimized method for pretrainung self-supervised &#8230; [186] => roberta: an optimized method for pretrainjng self-supervised &#8230; [187] => roberta: an optimized method for pretrainkng self-supervised &#8230; [188] => roberta: an optimized method for pretrainong self-supervised &#8230; [189] => roberta: an optimized method for pretrain9ng self-supervised &#8230; [190] => roberta: an optimized method for pretrain8ng self-supervised &#8230; [191] => roberta: an optimized method for pretrainibg self-supervised &#8230; [192] => roberta: an optimized method for pretrainimg self-supervised &#8230; [193] => roberta: an optimized method for pretrainijg self-supervised &#8230; [194] => roberta: an optimized method for pretrainihg self-supervised &#8230; [195] => roberta: an optimized method for pretraininf self-supervised &#8230; [196] => roberta: an optimized method for pretraininv self-supervised &#8230; [197] => roberta: an optimized method for pretraininb self-supervised &#8230; [198] => roberta: an optimized method for pretraininh self-supervised &#8230; [199] => roberta: an optimized method for pretraininy self-supervised &#8230; [200] => roberta: an optimized method for pretrainint self-supervised &#8230; [201] => roberta: an optimized method for pretraining aelf-supervised &#8230; [202] => roberta: an optimized method for pretraining zelf-supervised &#8230; [203] => roberta: an optimized method for pretraining xelf-supervised &#8230; [204] => roberta: an optimized method for pretraining delf-supervised &#8230; [205] => roberta: an optimized method for pretraining eelf-supervised &#8230; [206] => roberta: an optimized method for pretraining welf-supervised &#8230; [207] => roberta: an optimized method for pretraining swlf-supervised &#8230; [208] => roberta: an optimized method for pretraining sslf-supervised &#8230; [209] => roberta: an optimized method for pretraining sdlf-supervised &#8230; [210] => roberta: an optimized method for pretraining srlf-supervised &#8230; [211] => roberta: an optimized method for pretraining s4lf-supervised &#8230; [212] => roberta: an optimized method for pretraining s3lf-supervised &#8230; [213] => roberta: an optimized method for pretraining sekf-supervised &#8230; [214] => roberta: an optimized method for pretraining sepf-supervised &#8230; [215] => roberta: an optimized method for pretraining seof-supervised &#8230; [216] => roberta: an optimized method for pretraining seld-supervised &#8230; [217] => roberta: an optimized method for pretraining selc-supervised &#8230; [218] => roberta: an optimized method for pretraining selv-supervised &#8230; [219] => roberta: an optimized method for pretraining selg-supervised &#8230; [220] => roberta: an optimized method for pretraining selt-supervised &#8230; [221] => roberta: an optimized method for pretraining selr-supervised &#8230; [222] => roberta: an optimized method for pretraining self0supervised &#8230; [223] => roberta: an optimized method for pretraining selfpsupervised &#8230; [224] => roberta: an optimized method for pretraining self-aupervised &#8230; [225] => roberta: an optimized method for pretraining self-zupervised &#8230; [226] => roberta: an optimized method for pretraining self-xupervised &#8230; [227] => roberta: an optimized method for pretraining self-dupervised &#8230; [228] => roberta: an optimized method for pretraining self-eupervised &#8230; [229] => roberta: an optimized method for pretraining self-wupervised &#8230; [230] => roberta: an optimized method for pretraining self-sypervised &#8230; [231] => roberta: an optimized method for pretraining self-shpervised &#8230; [232] => roberta: an optimized method for pretraining self-sjpervised &#8230; [233] => roberta: an optimized method for pretraining self-sipervised &#8230; [234] => roberta: an optimized method for pretraining self-s8pervised &#8230; [235] => roberta: an optimized method for pretraining self-s7pervised &#8230; [236] => roberta: an optimized method for pretraining self-suoervised &#8230; [237] => roberta: an optimized method for pretraining self-sulervised &#8230; [238] => roberta: an optimized method for pretraining self-su-ervised &#8230; [239] => roberta: an optimized method for pretraining self-su0ervised &#8230; [240] => roberta: an optimized method for pretraining self-supwrvised &#8230; [241] => roberta: an optimized method for pretraining self-supsrvised &#8230; [242] => roberta: an optimized method for pretraining self-supdrvised &#8230; [243] => roberta: an optimized method for pretraining self-suprrvised &#8230; [244] => roberta: an optimized method for pretraining self-sup4rvised &#8230; [245] => roberta: an optimized method for pretraining self-sup3rvised &#8230; [246] => roberta: an optimized method for pretraining self-supeevised &#8230; [247] => roberta: an optimized method for pretraining self-supedvised &#8230; [248] => roberta: an optimized method for pretraining self-supefvised &#8230; [249] => roberta: an optimized method for pretraining self-supetvised &#8230; [250] => roberta: an optimized method for pretraining self-supe5vised &#8230; [251] => roberta: an optimized method for pretraining self-supe4vised &#8230; [252] => roberta: an optimized method for pretraining self-supercised &#8230; [253] => roberta: an optimized method for pretraining self-superbised &#8230; [254] => roberta: an optimized method for pretraining self-supergised &#8230; [255] => roberta: an optimized method for pretraining self-superfised &#8230; [256] => roberta: an optimized method for pretraining self-supervused &#8230; [257] => roberta: an optimized method for pretraining self-supervjsed &#8230; [258] => roberta: an optimized method for pretraining self-supervksed &#8230; [259] => roberta: an optimized method for pretraining self-supervosed &#8230; [260] => roberta: an optimized method for pretraining self-superv9sed &#8230; [261] => roberta: an optimized method for pretraining self-superv8sed &#8230; [262] => roberta: an optimized method for pretraining self-superviaed &#8230; [263] => roberta: an optimized method for pretraining self-supervized &#8230; [264] => roberta: an optimized method for pretraining self-supervixed &#8230; [265] => roberta: an optimized method for pretraining self-supervided &#8230; [266] => roberta: an optimized method for pretraining self-supervieed &#8230; [267] => roberta: an optimized method for pretraining self-superviwed &#8230; [268] => roberta: an optimized method for pretraining self-superviswd &#8230; [269] => roberta: an optimized method for pretraining self-supervissd &#8230; [270] => roberta: an optimized method for pretraining self-supervisdd &#8230; [271] => roberta: an optimized method for pretraining self-supervisrd &#8230; [272] => roberta: an optimized method for pretraining self-supervis4d &#8230; [273] => roberta: an optimized method for pretraining self-supervis3d &#8230; [274] => roberta: an optimized method for pretraining self-supervises &#8230; [275] => roberta: an optimized method for pretraining self-supervisex &#8230; [276] => roberta: an optimized method for pretraining self-supervisec &#8230; [277] => roberta: an optimized method for pretraining self-supervisef &#8230; [278] => roberta: an optimized method for pretraining self-superviser &#8230; [279] => roberta: an optimized method for pretraining self-supervisee &#8230; [280] => roberta: an optimized method for pretraining self-supervised &#7230; [281] => roberta: an optimized method for pretraining self-supervised &#u230; [282] => roberta: an optimized method for pretraining self-supervised &#i230; [283] => roberta: an optimized method for pretraining self-supervised &#9230; [284] => roberta: an optimized method for pretraining self-supervised &#8130; [285] => roberta: an optimized method for pretraining self-supervised &#8q30; [286] => roberta: an optimized method for pretraining self-supervised &#8w30; [287] => roberta: an optimized method for pretraining self-supervised &#8330; [288] => roberta: an optimized method for pretraining self-supervised &#8220; [289] => roberta: an optimized method for pretraining self-supervised &#82w0; [290] => roberta: an optimized method for pretraining self-supervised &#82e0; [291] => roberta: an optimized method for pretraining self-supervised &#8240; [292] => roberta: an optimized method for pretraining self-supervised &#8239; [293] => roberta: an optimized method for pretraining self-supervised &#823o; [294] => roberta: an optimized method for pretraining self-supervised &#823p; [295] => roberta: an optimized method for pretraining self-supervised &#823-; ) </h1> </body>