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Datasets:
r-three
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tokenizer_robustness_completion_italian

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1K - 10K
Tags:
multilingual
tokenization
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string
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split
string
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string
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string
lang
string
second_lang
string
notes
string
id
string
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string
perturbed_word
string
vanilla_cos_sim_to_canonical
dict
trimmed_cos_sim_to_canonical
dict
token_counts
dict
Il prezzo di questa casa è 300.000 eu. Il costo di questa casa è
[ "300.000 euro", "300,000 euro", "300 euro", "30.0000 euro" ]
0
A
test
Abbreviations
Script / Orthography
ita_Latn
302-3.8
302
3.8
euro
{ "CohereLabs/aya-expanse-8b": 0.9857403039932251, "Qwen/Qwen3-8B": 0.9869157075881958, "bigscience/bloom": 0.9789521098136902, "common-pile/comma-v0.1-1t": 0.9729571342468262, "facebook/xglm-564M": 0.9706848859786987, "google-bert/bert-base-multilingual-cased": 0.9703931212425232, "google/byt5-small": 0.9958672523498535, "google/gemma-2-2b": 0.9848247170448303, "gpt2": 0.9685859680175781, "meta-llama/Llama-3.2-1B": 0.975965142250061, "microsoft/Phi-3-mini-4k-instruct": 0.984674870967865, "mistralai/tekken": 0.9843989610671997, "tiktoken/gpt-4o": 0.9751088619232178, "tokenmonster/englishcode-32000-consistent-v1": 0.9815220832824707 }
{ "CohereLabs/aya-expanse-8b": 0.1385408192873001, "Qwen/Qwen3-8B": 0.14013592898845673, "bigscience/bloom": 0.14557421207427979, "common-pile/comma-v0.1-1t": 0.026260867714881897, "facebook/xglm-564M": 0.19083420932292938, "google-bert/bert-base-multilingual-cased": 0.05557875335216522, "google/byt5-small": 0.5528782606124878, "google/gemma-2-2b": 0.10549915581941605, "gpt2": 0.03810340166091919, "meta-llama/Llama-3.2-1B": 0.14337904751300812, "microsoft/Phi-3-mini-4k-instruct": 0.10051627457141876, "mistralai/tekken": 0.12515200674533844, "tiktoken/gpt-4o": 0.17352880537509918, "tokenmonster/englishcode-32000-consistent-v1": 0.09028923511505127 }
{ "CohereLabs/aya-expanse-8b": 22, "Qwen/Qwen3-8B": 23, "bigscience/bloom": 20, "common-pile/comma-v0.1-1t": 26, "facebook/xglm-564M": 15, "google-bert/bert-base-multilingual-cased": 17, "google/byt5-small": 66, "google/gemma-2-2b": 22, "gpt2": 26, "meta-llama/Llama-3.2-1B": 19, "microsoft/Phi-3-mini-4k-instruct": 24, "mistralai/tekken": 23, "tiktoken/gpt-4o": 18, "tokenmonster/englishcode-32000-consistent-v1": 23 }
Il prezzo di questa casa è 300.000 e. Il costo di questa casa è
[ "300.000 euro", "300,000 euro", "300 euro", "30.0000 euro" ]
0
A
test
Abbreviations
Script / Orthography
ita_Latn
302-3.10
302
3.1
euro
{ "CohereLabs/aya-expanse-8b": 0.9830060005187988, "Qwen/Qwen3-8B": 0.9846362471580505, "bigscience/bloom": 0.9739221930503845, "common-pile/comma-v0.1-1t": 0.9833942651748657, "facebook/xglm-564M": 0.9650736451148987, "google-bert/bert-base-multilingual-cased": 0.9671679735183716, "google/byt5-small": 0.9934729337692261, "google/gemma-2-2b": 0.983406126499176, "gpt2": 0.9779931306838989, "meta-llama/Llama-3.2-1B": 0.9702856540679932, "microsoft/Phi-3-mini-4k-instruct": 0.982698917388916, "mistralai/tekken": 0.9820671677589417, "tiktoken/gpt-4o": 0.9692671895027161, "tokenmonster/englishcode-32000-consistent-v1": 0.9786087870597839 }
{ "CohereLabs/aya-expanse-8b": -0.006411748472601175, "Qwen/Qwen3-8B": 0.0681527704000473, "bigscience/bloom": -0.005266927182674408, "common-pile/comma-v0.1-1t": -0.002005022019147873, "facebook/xglm-564M": 0.015466060489416122, "google-bert/bert-base-multilingual-cased": -0.01870070770382881, "google/byt5-small": 0.46131211519241333, "google/gemma-2-2b": 0.028713535517454147, "gpt2": 0.011133558116853237, "meta-llama/Llama-3.2-1B": -0.05435729771852493, "microsoft/Phi-3-mini-4k-instruct": -0.010381445288658142, "mistralai/tekken": -0.012979264371097088, "tiktoken/gpt-4o": 0.0036126829218119383, "tokenmonster/englishcode-32000-consistent-v1": 0.023911256343126297 }
{ "CohereLabs/aya-expanse-8b": 22, "Qwen/Qwen3-8B": 23, "bigscience/bloom": 20, "common-pile/comma-v0.1-1t": 27, "facebook/xglm-564M": 15, "google-bert/bert-base-multilingual-cased": 17, "google/byt5-small": 65, "google/gemma-2-2b": 22, "gpt2": 25, "meta-llama/Llama-3.2-1B": 19, "microsoft/Phi-3-mini-4k-instruct": 24, "mistralai/tekken": 23, "tiktoken/gpt-4o": 18, "tokenmonster/englishcode-32000-consistent-v1": 23 }
Il numero d mesi in un anno è
[ "10", "12", "11", "13" ]
1
B
test
Abbreviations
Script / Orthography
ita_Latn
310-3.9
310
3.9
di
{ "CohereLabs/aya-expanse-8b": 0.9041993618011475, "Qwen/Qwen3-8B": 0.8993269801139832, "bigscience/bloom": 0.8886461853981018, "common-pile/comma-v0.1-1t": 0.9249951839447021, "facebook/xglm-564M": 0.9030013084411621, "google-bert/bert-base-multilingual-cased": 0.8927466869354248, "google/byt5-small": 0.9935976266860962, "google/gemma-2-2b": 0.9197080135345459, "gpt2": 0.9018505811691284, "meta-llama/Llama-3.2-1B": 0.8880246877670288, "microsoft/Phi-3-mini-4k-instruct": 0.879460334777832, "mistralai/tekken": 0.903039813041687, "tiktoken/gpt-4o": 0.8884236216545105, "tokenmonster/englishcode-32000-consistent-v1": 0.9177913069725037 }
{ "CohereLabs/aya-expanse-8b": 0.1277914196252823, "Qwen/Qwen3-8B": -0.038773685693740845, "bigscience/bloom": -0.021927211433649063, "common-pile/comma-v0.1-1t": -0.06762950122356415, "facebook/xglm-564M": 0.10845727473497391, "google-bert/bert-base-multilingual-cased": 0.10735861212015152, "google/byt5-small": 0.5014738440513611, "google/gemma-2-2b": 0.14631111919879913, "gpt2": -0.03892117738723755, "meta-llama/Llama-3.2-1B": -0.021200457587838173, "microsoft/Phi-3-mini-4k-instruct": -0.042535509914159775, "mistralai/tekken": 0.09141422808170319, "tiktoken/gpt-4o": 0.04498814046382904, "tokenmonster/englishcode-32000-consistent-v1": 0.12912601232528687 }
{ "CohereLabs/aya-expanse-8b": 8, "Qwen/Qwen3-8B": 9, "bigscience/bloom": 9, "common-pile/comma-v0.1-1t": 14, "facebook/xglm-564M": 8, "google-bert/bert-base-multilingual-cased": 8, "google/byt5-small": 30, "google/gemma-2-2b": 8, "gpt2": 12, "meta-llama/Llama-3.2-1B": 9, "microsoft/Phi-3-mini-4k-instruct": 9, "mistralai/tekken": 8, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 10 }
I secondi che compongono un minuto sn
[ "50", "60", "100", "30" ]
1
B
test
Abbreviations
Script / Orthography
ita_Latn
311-3.1
311
3.1
sono
{ "CohereLabs/aya-expanse-8b": 0.889119029045105, "Qwen/Qwen3-8B": 0.9206670522689819, "bigscience/bloom": 0.9086928963661194, "common-pile/comma-v0.1-1t": 0.9027715921401978, "facebook/xglm-564M": 0.9245870113372803, "google-bert/bert-base-multilingual-cased": 0.852838933467865, "google/byt5-small": 0.9900485277175903, "google/gemma-2-2b": 0.9006550312042236, "gpt2": 0.8930383920669556, "meta-llama/Llama-3.2-1B": 0.9155977964401245, "microsoft/Phi-3-mini-4k-instruct": 0.9173316955566406, "mistralai/tekken": 0.9098365306854248, "tiktoken/gpt-4o": 0.9097579717636108, "tokenmonster/englishcode-32000-consistent-v1": 0.959909200668335 }
{ "CohereLabs/aya-expanse-8b": 0.02457837015390396, "Qwen/Qwen3-8B": 0.042501673102378845, "bigscience/bloom": 0.019553344696760178, "common-pile/comma-v0.1-1t": 0.016733499243855476, "facebook/xglm-564M": 0.1390569806098938, "google-bert/bert-base-multilingual-cased": 0.0033388654701411724, "google/byt5-small": 0.40499550104141235, "google/gemma-2-2b": 0.06815136969089508, "gpt2": 0.009069850668311119, "meta-llama/Llama-3.2-1B": 0.06639596819877625, "microsoft/Phi-3-mini-4k-instruct": 0.047561533749103546, "mistralai/tekken": 0.021650152280926704, "tiktoken/gpt-4o": 0.03376496210694313, "tokenmonster/englishcode-32000-consistent-v1": -0.007327871397137642 }
{ "CohereLabs/aya-expanse-8b": 8, "Qwen/Qwen3-8B": 11, "bigscience/bloom": 10, "common-pile/comma-v0.1-1t": 11, "facebook/xglm-564M": 9, "google-bert/bert-base-multilingual-cased": 10, "google/byt5-small": 37, "google/gemma-2-2b": 8, "gpt2": 11, "meta-llama/Llama-3.2-1B": 11, "microsoft/Phi-3-mini-4k-instruct": 11, "mistralai/tekken": 10, "tiktoken/gpt-4o": 10, "tokenmonster/englishcode-32000-consistent-v1": 16 }
I secondi ke compongono un minuto sono
[ "50", "60", "100", "30" ]
1
B
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
311-3.3
311
3.3
che
{ "CohereLabs/aya-expanse-8b": 0.9062737822532654, "Qwen/Qwen3-8B": 0.9312589764595032, "bigscience/bloom": 0.9275574088096619, "common-pile/comma-v0.1-1t": 0.9388861656188965, "facebook/xglm-564M": 0.9199646711349487, "google-bert/bert-base-multilingual-cased": 0.9145818948745728, "google/byt5-small": 0.988102912902832, "google/gemma-2-2b": 0.9178076982498169, "gpt2": 0.9206658601760864, "meta-llama/Llama-3.2-1B": 0.9282821416854858, "microsoft/Phi-3-mini-4k-instruct": 0.9255558252334595, "mistralai/tekken": 0.9258506298065186, "tiktoken/gpt-4o": 0.9301422238349915, "tokenmonster/englishcode-32000-consistent-v1": 0.9591631889343262 }
{ "CohereLabs/aya-expanse-8b": 0.07124575972557068, "Qwen/Qwen3-8B": 0.04917556792497635, "bigscience/bloom": 0.038712747395038605, "common-pile/comma-v0.1-1t": 0.061479900032281876, "facebook/xglm-564M": 0.10398856550455093, "google-bert/bert-base-multilingual-cased": 0.0657016783952713, "google/byt5-small": 0.09882692992687225, "google/gemma-2-2b": 0.13011936843395233, "gpt2": 0.0447414293885231, "meta-llama/Llama-3.2-1B": 0.06527149677276611, "microsoft/Phi-3-mini-4k-instruct": 0.03401301056146622, "mistralai/tekken": 0.08301310241222382, "tiktoken/gpt-4o": 0.1011124923825264, "tokenmonster/englishcode-32000-consistent-v1": 0.01840820163488388 }
{ "CohereLabs/aya-expanse-8b": 8, "Qwen/Qwen3-8B": 11, "bigscience/bloom": 10, "common-pile/comma-v0.1-1t": 12, "facebook/xglm-564M": 9, "google-bert/bert-base-multilingual-cased": 9, "google/byt5-small": 38, "google/gemma-2-2b": 8, "gpt2": 12, "meta-llama/Llama-3.2-1B": 11, "microsoft/Phi-3-mini-4k-instruct": 11, "mistralai/tekken": 10, "tiktoken/gpt-4o": 10, "tokenmonster/englishcode-32000-consistent-v1": 16 }
I secondi che compongono un minuto sn
[ "50", "60", "100", "30" ]
1
B
test
Abbreviations
Script / Orthography
ita_Latn
311-3.5
311
3.5
sono
{ "CohereLabs/aya-expanse-8b": 0.889119029045105, "Qwen/Qwen3-8B": 0.9206670522689819, "bigscience/bloom": 0.9086928963661194, "common-pile/comma-v0.1-1t": 0.9027715921401978, "facebook/xglm-564M": 0.9245870113372803, "google-bert/bert-base-multilingual-cased": 0.852838933467865, "google/byt5-small": 0.9900485277175903, "google/gemma-2-2b": 0.9006550312042236, "gpt2": 0.8930383920669556, "meta-llama/Llama-3.2-1B": 0.9155977964401245, "microsoft/Phi-3-mini-4k-instruct": 0.9173316955566406, "mistralai/tekken": 0.9098365306854248, "tiktoken/gpt-4o": 0.9097579717636108, "tokenmonster/englishcode-32000-consistent-v1": 0.959909200668335 }
{ "CohereLabs/aya-expanse-8b": 0.02457837015390396, "Qwen/Qwen3-8B": 0.042501673102378845, "bigscience/bloom": 0.019553344696760178, "common-pile/comma-v0.1-1t": 0.016733499243855476, "facebook/xglm-564M": 0.1390569806098938, "google-bert/bert-base-multilingual-cased": 0.0033388654701411724, "google/byt5-small": 0.40499550104141235, "google/gemma-2-2b": 0.06815136969089508, "gpt2": 0.009069850668311119, "meta-llama/Llama-3.2-1B": 0.06639596819877625, "microsoft/Phi-3-mini-4k-instruct": 0.047561533749103546, "mistralai/tekken": 0.021650152280926704, "tiktoken/gpt-4o": 0.03376496210694313, "tokenmonster/englishcode-32000-consistent-v1": -0.007327871397137642 }
{ "CohereLabs/aya-expanse-8b": 8, "Qwen/Qwen3-8B": 11, "bigscience/bloom": 10, "common-pile/comma-v0.1-1t": 11, "facebook/xglm-564M": 9, "google-bert/bert-base-multilingual-cased": 10, "google/byt5-small": 37, "google/gemma-2-2b": 8, "gpt2": 11, "meta-llama/Llama-3.2-1B": 11, "microsoft/Phi-3-mini-4k-instruct": 11, "mistralai/tekken": 10, "tiktoken/gpt-4o": 10, "tokenmonster/englishcode-32000-consistent-v1": 16 }
I secondi k compongono un minuto sono
[ "50", "60", "100", "30" ]
1
B
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
311-3.10
311
3.1
che
{ "CohereLabs/aya-expanse-8b": 0.8960384130477905, "Qwen/Qwen3-8B": 0.9305408000946045, "bigscience/bloom": 0.9289969205856323, "common-pile/comma-v0.1-1t": 0.9358091950416565, "facebook/xglm-564M": 0.9100795388221741, "google-bert/bert-base-multilingual-cased": 0.9062113761901855, "google/byt5-small": 0.9854108691215515, "google/gemma-2-2b": 0.9122244715690613, "gpt2": 0.9248408079147339, "meta-llama/Llama-3.2-1B": 0.9165666103363037, "microsoft/Phi-3-mini-4k-instruct": 0.9232894778251648, "mistralai/tekken": 0.9056615233421326, "tiktoken/gpt-4o": 0.9238539934158325, "tokenmonster/englishcode-32000-consistent-v1": 0.9592347145080566 }
{ "CohereLabs/aya-expanse-8b": 0.035248227417469025, "Qwen/Qwen3-8B": 0.10117741674184799, "bigscience/bloom": 0.051930442452430725, "common-pile/comma-v0.1-1t": 0.04446348547935486, "facebook/xglm-564M": 0.0702851191163063, "google-bert/bert-base-multilingual-cased": -0.021673817187547684, "google/byt5-small": 0.07845024019479752, "google/gemma-2-2b": 0.10049274563789368, "gpt2": 0.05740271136164665, "meta-llama/Llama-3.2-1B": 0.016170667484402657, "microsoft/Phi-3-mini-4k-instruct": 0.06751787662506104, "mistralai/tekken": 0.00842366460710764, "tiktoken/gpt-4o": 0.0656261071562767, "tokenmonster/englishcode-32000-consistent-v1": 0.04240305349230766 }
{ "CohereLabs/aya-expanse-8b": 8, "Qwen/Qwen3-8B": 11, "bigscience/bloom": 10, "common-pile/comma-v0.1-1t": 12, "facebook/xglm-564M": 9, "google-bert/bert-base-multilingual-cased": 9, "google/byt5-small": 37, "google/gemma-2-2b": 8, "gpt2": 12, "meta-llama/Llama-3.2-1B": 11, "microsoft/Phi-3-mini-4k-instruct": 11, "mistralai/tekken": 10, "tiktoken/gpt-4o": 10, "tokenmonster/englishcode-32000-consistent-v1": 16 }
Il numero d lati che ha un esagono è
[ "6", "5", "7", "8" ]
0
A
test
Abbreviations
Script / Orthography
ita_Latn
312-3.2
312
3.2
d
{ "CohereLabs/aya-expanse-8b": 0.9364355802536011, "Qwen/Qwen3-8B": 0.9304925203323364, "bigscience/bloom": 0.9238738417625427, "common-pile/comma-v0.1-1t": 0.9282301068305969, "facebook/xglm-564M": 0.9229193925857544, "google-bert/bert-base-multilingual-cased": 0.9181416034698486, "google/byt5-small": 0.9942460060119629, "google/gemma-2-2b": 0.9441303610801697, "gpt2": 0.9171051979064941, "meta-llama/Llama-3.2-1B": 0.9227380752563477, "microsoft/Phi-3-mini-4k-instruct": 0.9150516986846924, "mistralai/tekken": 0.9307839870452881, "tiktoken/gpt-4o": 0.9249601364135742, "tokenmonster/englishcode-32000-consistent-v1": 0.9488548040390015 }
{ "CohereLabs/aya-expanse-8b": 0.1277914196252823, "Qwen/Qwen3-8B": -0.038773685693740845, "bigscience/bloom": -0.021927211433649063, "common-pile/comma-v0.1-1t": -0.06762950122356415, "facebook/xglm-564M": 0.10845727473497391, "google-bert/bert-base-multilingual-cased": 0.10735861212015152, "google/byt5-small": 0.5014738440513611, "google/gemma-2-2b": 0.14631111919879913, "gpt2": -0.03892117738723755, "meta-llama/Llama-3.2-1B": -0.021200457587838173, "microsoft/Phi-3-mini-4k-instruct": -0.042535509914159775, "mistralai/tekken": 0.09141422808170319, "tiktoken/gpt-4o": 0.04498814046382904, "tokenmonster/englishcode-32000-consistent-v1": 0.12912601232528687 }
{ "CohereLabs/aya-expanse-8b": 11, "Qwen/Qwen3-8B": 12, "bigscience/bloom": 11, "common-pile/comma-v0.1-1t": 15, "facebook/xglm-564M": 10, "google-bert/bert-base-multilingual-cased": 10, "google/byt5-small": 37, "google/gemma-2-2b": 11, "gpt2": 14, "meta-llama/Llama-3.2-1B": 12, "microsoft/Phi-3-mini-4k-instruct": 12, "mistralai/tekken": 11, "tiktoken/gpt-4o": 11, "tokenmonster/englishcode-32000-consistent-v1": 14 }
X vivere, gli esseri umani devono respirare
[ "idrogeno", "ossigeno", "elio", "metano" ]
1
B
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
322-3.1
322
3.1
Per
{ "CohereLabs/aya-expanse-8b": 0.8937414288520813, "Qwen/Qwen3-8B": 0.9413673877716064, "bigscience/bloom": 0.9438265562057495, "common-pile/comma-v0.1-1t": 0.9650958776473999, "facebook/xglm-564M": 0.9179518818855286, "google-bert/bert-base-multilingual-cased": 0.9172888994216919, "google/byt5-small": 0.9886741638183594, "google/gemma-2-2b": 0.9233962893486023, "gpt2": 0.9421610832214355, "meta-llama/Llama-3.2-1B": 0.9381470084190369, "microsoft/Phi-3-mini-4k-instruct": 0.9380953311920166, "mistralai/tekken": 0.9068201184272766, "tiktoken/gpt-4o": 0.9271345138549805, "tokenmonster/englishcode-32000-consistent-v1": 0.958351731300354 }
{ "CohereLabs/aya-expanse-8b": 0.03569697588682175, "Qwen/Qwen3-8B": 0.043544597923755646, "bigscience/bloom": 0.1250547468662262, "common-pile/comma-v0.1-1t": 0.039114292711019516, "facebook/xglm-564M": 0.09100203961133957, "google-bert/bert-base-multilingual-cased": -0.004503719508647919, "google/byt5-small": 0.06359102576971054, "google/gemma-2-2b": 0.08995195478200912, "gpt2": 0.07059931010007858, "meta-llama/Llama-3.2-1B": 0.053816698491573334, "microsoft/Phi-3-mini-4k-instruct": 0.01675296202301979, "mistralai/tekken": 0.03543246537446976, "tiktoken/gpt-4o": 0.11964098364114761, "tokenmonster/englishcode-32000-consistent-v1": 0.028944389894604683 }
{ "CohereLabs/aya-expanse-8b": 9, "Qwen/Qwen3-8B": 13, "bigscience/bloom": 13, "common-pile/comma-v0.1-1t": 20, "facebook/xglm-564M": 10, "google-bert/bert-base-multilingual-cased": 11, "google/byt5-small": 43, "google/gemma-2-2b": 10, "gpt2": 16, "meta-llama/Llama-3.2-1B": 13, "microsoft/Phi-3-mini-4k-instruct": 16, "mistralai/tekken": 10, "tiktoken/gpt-4o": 11, "tokenmonster/englishcode-32000-consistent-v1": 16 }
Il 10% d 100 è
[ "5", "10", "15", "20" ]
1
B
test
Abbreviations
Script / Orthography
ita_Latn
323-3.2
323
3.2
di
{ "CohereLabs/aya-expanse-8b": 0.9520768523216248, "Qwen/Qwen3-8B": 0.9458957314491272, "bigscience/bloom": 0.806017279624939, "common-pile/comma-v0.1-1t": 0.9204361438751221, "facebook/xglm-564M": 0.8347979187965393, "google-bert/bert-base-multilingual-cased": 0.879058837890625, "google/byt5-small": 0.9854932427406311, "google/gemma-2-2b": 0.9555849432945251, "gpt2": 0.8641003370285034, "meta-llama/Llama-3.2-1B": 0.8903765678405762, "microsoft/Phi-3-mini-4k-instruct": 0.9409155249595642, "mistralai/tekken": 0.9481838941574097, "tiktoken/gpt-4o": 0.8849680423736572, "tokenmonster/englishcode-32000-consistent-v1": 0.8863186836242676 }
{ "CohereLabs/aya-expanse-8b": 0.1277914196252823, "Qwen/Qwen3-8B": -0.038773685693740845, "bigscience/bloom": -0.021927211433649063, "common-pile/comma-v0.1-1t": -0.06762950122356415, "facebook/xglm-564M": 0.10845727473497391, "google-bert/bert-base-multilingual-cased": 0.10735861212015152, "google/byt5-small": 0.5014738440513611, "google/gemma-2-2b": 0.14631111919879913, "gpt2": -0.03892117738723755, "meta-llama/Llama-3.2-1B": -0.021200457587838173, "microsoft/Phi-3-mini-4k-instruct": -0.042535509914159775, "mistralai/tekken": 0.09141422808170319, "tiktoken/gpt-4o": 0.04498814046382904, "tokenmonster/englishcode-32000-consistent-v1": 0.12912601232528687 }
{ "CohereLabs/aya-expanse-8b": 11, "Qwen/Qwen3-8B": 11, "bigscience/bloom": 5, "common-pile/comma-v0.1-1t": 10, "facebook/xglm-564M": 5, "google-bert/bert-base-multilingual-cased": 6, "google/byt5-small": 15, "google/gemma-2-2b": 11, "gpt2": 7, "meta-llama/Llama-3.2-1B": 8, "microsoft/Phi-3-mini-4k-instruct": 11, "mistralai/tekken": 11, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 7 }
Il 25% d 80 è
[ "15", "25", "30", "20" ]
3
D
test
Abbreviations
Script / Orthography
ita_Latn
324-3.2
324
3.2
di
{ "CohereLabs/aya-expanse-8b": 0.9104667901992798, "Qwen/Qwen3-8B": 0.9128794074058533, "bigscience/bloom": 0.7881747484207153, "common-pile/comma-v0.1-1t": 0.9152465462684631, "facebook/xglm-564M": 0.8274888396263123, "google-bert/bert-base-multilingual-cased": 0.8693957328796387, "google/byt5-small": 0.9772714972496033, "google/gemma-2-2b": 0.9283674955368042, "gpt2": 0.8521519303321838, "meta-llama/Llama-3.2-1B": 0.8834445476531982, "microsoft/Phi-3-mini-4k-instruct": 0.8923227190971375, "mistralai/tekken": 0.9099657535552979, "tiktoken/gpt-4o": 0.8818855285644531, "tokenmonster/englishcode-32000-consistent-v1": 0.8755566477775574 }
{ "CohereLabs/aya-expanse-8b": 0.1277914196252823, "Qwen/Qwen3-8B": -0.038773685693740845, "bigscience/bloom": -0.021927211433649063, "common-pile/comma-v0.1-1t": -0.06762950122356415, "facebook/xglm-564M": 0.10845727473497391, "google-bert/bert-base-multilingual-cased": 0.10735861212015152, "google/byt5-small": 0.5014738440513611, "google/gemma-2-2b": 0.14631111919879913, "gpt2": -0.03892117738723755, "meta-llama/Llama-3.2-1B": -0.021200457587838173, "microsoft/Phi-3-mini-4k-instruct": -0.042535509914159775, "mistralai/tekken": 0.09141422808170319, "tiktoken/gpt-4o": 0.04498814046382904, "tokenmonster/englishcode-32000-consistent-v1": 0.12912601232528687 }
{ "CohereLabs/aya-expanse-8b": 10, "Qwen/Qwen3-8B": 10, "bigscience/bloom": 5, "common-pile/comma-v0.1-1t": 10, "facebook/xglm-564M": 5, "google-bert/bert-base-multilingual-cased": 6, "google/byt5-small": 14, "google/gemma-2-2b": 10, "gpt2": 7, "meta-llama/Llama-3.2-1B": 8, "microsoft/Phi-3-mini-4k-instruct": 10, "mistralai/tekken": 10, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 7 }
L'intento in "A ke ora chiude il negozio?" è
[ "fare un acquisto", "ottenere un'informazione", "prenotare un appuntamento", "presentare un reclamo" ]
1
B
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
331-3.7
331
3.7
che
{ "CohereLabs/aya-expanse-8b": 0.9548805356025696, "Qwen/Qwen3-8B": 0.9524189233779907, "bigscience/bloom": 0.9446884393692017, "common-pile/comma-v0.1-1t": 0.9580223560333252, "facebook/xglm-564M": 0.9478813409805298, "google-bert/bert-base-multilingual-cased": 0.9619719982147217, "google/byt5-small": 0.983336329460144, "google/gemma-2-2b": 0.9595054984092712, "gpt2": 0.9548848271369934, "meta-llama/Llama-3.2-1B": 0.9533548951148987, "microsoft/Phi-3-mini-4k-instruct": 0.947738766670227, "mistralai/tekken": 0.946022093296051, "tiktoken/gpt-4o": 0.9507603645324707, "tokenmonster/englishcode-32000-consistent-v1": 0.9582582712173462 }
{ "CohereLabs/aya-expanse-8b": 0.07124575972557068, "Qwen/Qwen3-8B": 0.04917556792497635, "bigscience/bloom": 0.038712747395038605, "common-pile/comma-v0.1-1t": 0.061479900032281876, "facebook/xglm-564M": 0.10398856550455093, "google-bert/bert-base-multilingual-cased": 0.0657016783952713, "google/byt5-small": 0.09882692992687225, "google/gemma-2-2b": 0.13011936843395233, "gpt2": 0.0447414293885231, "meta-llama/Llama-3.2-1B": 0.06527149677276611, "microsoft/Phi-3-mini-4k-instruct": 0.03401301056146622, "mistralai/tekken": 0.08301310241222382, "tiktoken/gpt-4o": 0.1011124923825264, "tokenmonster/englishcode-32000-consistent-v1": 0.01840820163488388 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 16, "bigscience/bloom": 14, "common-pile/comma-v0.1-1t": 19, "facebook/xglm-564M": 14, "google-bert/bert-base-multilingual-cased": 16, "google/byt5-small": 45, "google/gemma-2-2b": 15, "gpt2": 20, "meta-llama/Llama-3.2-1B": 16, "microsoft/Phi-3-mini-4k-instruct": 17, "mistralai/tekken": 15, "tiktoken/gpt-4o": 15, "tokenmonster/englishcode-32000-consistent-v1": 19 }
L'intento in "A k ora chiude il negozio?" è
[ "fare un acquisto", "prenotare un appuntamento", "presentare un reclamo", "ottenere un'informazione" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
331-3.8
331
3.8
che
{ "CohereLabs/aya-expanse-8b": 0.9488560557365417, "Qwen/Qwen3-8B": 0.9524766206741333, "bigscience/bloom": 0.9462546706199646, "common-pile/comma-v0.1-1t": 0.9559975862503052, "facebook/xglm-564M": 0.9411079287528992, "google-bert/bert-base-multilingual-cased": 0.9574185013771057, "google/byt5-small": 0.9798530340194702, "google/gemma-2-2b": 0.956087589263916, "gpt2": 0.9566252827644348, "meta-llama/Llama-3.2-1B": 0.946645200252533, "microsoft/Phi-3-mini-4k-instruct": 0.9453569650650024, "mistralai/tekken": 0.9327573776245117, "tiktoken/gpt-4o": 0.9467290043830872, "tokenmonster/englishcode-32000-consistent-v1": 0.9572751522064209 }
{ "CohereLabs/aya-expanse-8b": 0.035248227417469025, "Qwen/Qwen3-8B": 0.10117741674184799, "bigscience/bloom": 0.051930442452430725, "common-pile/comma-v0.1-1t": 0.04446348547935486, "facebook/xglm-564M": 0.0702851191163063, "google-bert/bert-base-multilingual-cased": -0.021673817187547684, "google/byt5-small": 0.07845024019479752, "google/gemma-2-2b": 0.10049274563789368, "gpt2": 0.05740271136164665, "meta-llama/Llama-3.2-1B": 0.016170667484402657, "microsoft/Phi-3-mini-4k-instruct": 0.06751787662506104, "mistralai/tekken": 0.00842366460710764, "tiktoken/gpt-4o": 0.0656261071562767, "tokenmonster/englishcode-32000-consistent-v1": 0.04240305349230766 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 16, "bigscience/bloom": 14, "common-pile/comma-v0.1-1t": 19, "facebook/xglm-564M": 14, "google-bert/bert-base-multilingual-cased": 16, "google/byt5-small": 44, "google/gemma-2-2b": 15, "gpt2": 20, "meta-llama/Llama-3.2-1B": 16, "microsoft/Phi-3-mini-4k-instruct": 17, "mistralai/tekken": 15, "tiktoken/gpt-4o": 15, "tokenmonster/englishcode-32000-consistent-v1": 19 }
Il mammifero + grande del mondo è
[ "la balenottera azzurra", "l'orso", "la giraffa", "il delfino" ]
0
A
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
332-3.2
332
3.2
più
{ "CohereLabs/aya-expanse-8b": 0.8924036622047424, "Qwen/Qwen3-8B": 0.8983543515205383, "bigscience/bloom": 0.8852360844612122, "common-pile/comma-v0.1-1t": 0.9010025262832642, "facebook/xglm-564M": 0.8935565948486328, "google-bert/bert-base-multilingual-cased": 0.8811402320861816, "google/byt5-small": 0.9687008857727051, "google/gemma-2-2b": 0.9094482660293579, "gpt2": 0.8648938536643982, "meta-llama/Llama-3.2-1B": 0.9035158753395081, "microsoft/Phi-3-mini-4k-instruct": 0.906665563583374, "mistralai/tekken": 0.8903003931045532, "tiktoken/gpt-4o": 0.9090982675552368, "tokenmonster/englishcode-32000-consistent-v1": 0.9339672327041626 }
{ "CohereLabs/aya-expanse-8b": 0.08528129011392593, "Qwen/Qwen3-8B": 0.07864779233932495, "bigscience/bloom": 0.06795525550842285, "common-pile/comma-v0.1-1t": 0.12643569707870483, "facebook/xglm-564M": 0.03972551226615906, "google-bert/bert-base-multilingual-cased": 0.0873791053891182, "google/byt5-small": -0.012513848021626472, "google/gemma-2-2b": 0.11864964663982391, "gpt2": 0.008266289718449116, "meta-llama/Llama-3.2-1B": 0.14310981333255768, "microsoft/Phi-3-mini-4k-instruct": 0.08778500556945801, "mistralai/tekken": 0.04943012818694115, "tiktoken/gpt-4o": 0.08131778240203857, "tokenmonster/englishcode-32000-consistent-v1": 0.0829562321305275 }
{ "CohereLabs/aya-expanse-8b": 9, "Qwen/Qwen3-8B": 9, "bigscience/bloom": 10, "common-pile/comma-v0.1-1t": 16, "facebook/xglm-564M": 9, "google-bert/bert-base-multilingual-cased": 9, "google/byt5-small": 34, "google/gemma-2-2b": 9, "gpt2": 12, "meta-llama/Llama-3.2-1B": 9, "microsoft/Phi-3-mini-4k-instruct": 10, "mistralai/tekken": 9, "tiktoken/gpt-4o": 9, "tokenmonster/englishcode-32000-consistent-v1": 12 }
L'organo ke pompa il sangue nel corpo umano è il
[ "fegato", "polmone", "rene", "cuore" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
337-3.6
337
3.6
che
{ "CohereLabs/aya-expanse-8b": 0.953015923500061, "Qwen/Qwen3-8B": 0.9636853933334351, "bigscience/bloom": 0.9492459297180176, "common-pile/comma-v0.1-1t": 0.9649181962013245, "facebook/xglm-564M": 0.9541990160942078, "google-bert/bert-base-multilingual-cased": 0.9466762542724609, "google/byt5-small": 0.9883430004119873, "google/gemma-2-2b": 0.9601500034332275, "gpt2": 0.9600470066070557, "meta-llama/Llama-3.2-1B": 0.9622837901115417, "microsoft/Phi-3-mini-4k-instruct": 0.9512009024620056, "mistralai/tekken": 0.9526544809341431, "tiktoken/gpt-4o": 0.9570120573043823, "tokenmonster/englishcode-32000-consistent-v1": 0.963679313659668 }
{ "CohereLabs/aya-expanse-8b": 0.07124575972557068, "Qwen/Qwen3-8B": 0.04917556792497635, "bigscience/bloom": 0.038712747395038605, "common-pile/comma-v0.1-1t": 0.061479900032281876, "facebook/xglm-564M": 0.10398856550455093, "google-bert/bert-base-multilingual-cased": 0.0657016783952713, "google/byt5-small": 0.09882692992687225, "google/gemma-2-2b": 0.13011936843395233, "gpt2": 0.0447414293885231, "meta-llama/Llama-3.2-1B": 0.06527149677276611, "microsoft/Phi-3-mini-4k-instruct": 0.03401301056146622, "mistralai/tekken": 0.08301310241222382, "tiktoken/gpt-4o": 0.1011124923825264, "tokenmonster/englishcode-32000-consistent-v1": 0.01840820163488388 }
{ "CohereLabs/aya-expanse-8b": 13, "Qwen/Qwen3-8B": 16, "bigscience/bloom": 13, "common-pile/comma-v0.1-1t": 20, "facebook/xglm-564M": 13, "google-bert/bert-base-multilingual-cased": 13, "google/byt5-small": 49, "google/gemma-2-2b": 13, "gpt2": 20, "meta-llama/Llama-3.2-1B": 16, "microsoft/Phi-3-mini-4k-instruct": 17, "mistralai/tekken": 13, "tiktoken/gpt-4o": 14, "tokenmonster/englishcode-32000-consistent-v1": 18 }
L'organo k pompa il sangue nel corpo umano è il
[ "fegato", "polmone", "cuore", "rene" ]
2
C
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
337-3.7
337
3.7
che
{ "CohereLabs/aya-expanse-8b": 0.9478777647018433, "Qwen/Qwen3-8B": 0.9629906415939331, "bigscience/bloom": 0.949998676776886, "common-pile/comma-v0.1-1t": 0.963193953037262, "facebook/xglm-564M": 0.9486895203590393, "google-bert/bert-base-multilingual-cased": 0.9423035383224487, "google/byt5-small": 0.9857349395751953, "google/gemma-2-2b": 0.9568383693695068, "gpt2": 0.9618849158287048, "meta-llama/Llama-3.2-1B": 0.9569565057754517, "microsoft/Phi-3-mini-4k-instruct": 0.9493803977966309, "mistralai/tekken": 0.939483642578125, "tiktoken/gpt-4o": 0.952803373336792, "tokenmonster/englishcode-32000-consistent-v1": 0.9628617763519287 }
{ "CohereLabs/aya-expanse-8b": 0.035248227417469025, "Qwen/Qwen3-8B": 0.10117741674184799, "bigscience/bloom": 0.051930442452430725, "common-pile/comma-v0.1-1t": 0.04446348547935486, "facebook/xglm-564M": 0.0702851191163063, "google-bert/bert-base-multilingual-cased": -0.021673817187547684, "google/byt5-small": 0.07845024019479752, "google/gemma-2-2b": 0.10049274563789368, "gpt2": 0.05740271136164665, "meta-llama/Llama-3.2-1B": 0.016170667484402657, "microsoft/Phi-3-mini-4k-instruct": 0.06751787662506104, "mistralai/tekken": 0.00842366460710764, "tiktoken/gpt-4o": 0.0656261071562767, "tokenmonster/englishcode-32000-consistent-v1": 0.04240305349230766 }
{ "CohereLabs/aya-expanse-8b": 13, "Qwen/Qwen3-8B": 16, "bigscience/bloom": 13, "common-pile/comma-v0.1-1t": 20, "facebook/xglm-564M": 13, "google-bert/bert-base-multilingual-cased": 13, "google/byt5-small": 48, "google/gemma-2-2b": 13, "gpt2": 20, "meta-llama/Llama-3.2-1B": 16, "microsoft/Phi-3-mini-4k-instruct": 17, "mistralai/tekken": 13, "tiktoken/gpt-4o": 14, "tokenmonster/englishcode-32000-consistent-v1": 18 }
Il pianeta ke ha la distanza minore dal Sole è
[ "Venere", "Terra", "Marte", "Mercurio" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
338-3.13
338
3.13
che
{ "CohereLabs/aya-expanse-8b": 0.9311029314994812, "Qwen/Qwen3-8B": 0.9395805597305298, "bigscience/bloom": 0.9409386515617371, "common-pile/comma-v0.1-1t": 0.9540438652038574, "facebook/xglm-564M": 0.9350600242614746, "google-bert/bert-base-multilingual-cased": 0.9203010201454163, "google/byt5-small": 0.9869223237037659, "google/gemma-2-2b": 0.9413893818855286, "gpt2": 0.9391340017318726, "meta-llama/Llama-3.2-1B": 0.9361344575881958, "microsoft/Phi-3-mini-4k-instruct": 0.9408984780311584, "mistralai/tekken": 0.9363722801208496, "tiktoken/gpt-4o": 0.9390668272972107, "tokenmonster/englishcode-32000-consistent-v1": 0.9529011845588684 }
{ "CohereLabs/aya-expanse-8b": 0.07124575972557068, "Qwen/Qwen3-8B": 0.04917556792497635, "bigscience/bloom": 0.038712747395038605, "common-pile/comma-v0.1-1t": 0.061479900032281876, "facebook/xglm-564M": 0.10398856550455093, "google-bert/bert-base-multilingual-cased": 0.0657016783952713, "google/byt5-small": 0.09882692992687225, "google/gemma-2-2b": 0.13011936843395233, "gpt2": 0.0447414293885231, "meta-llama/Llama-3.2-1B": 0.06527149677276611, "microsoft/Phi-3-mini-4k-instruct": 0.03401301056146622, "mistralai/tekken": 0.08301310241222382, "tiktoken/gpt-4o": 0.1011124923825264, "tokenmonster/englishcode-32000-consistent-v1": 0.01840820163488388 }
{ "CohereLabs/aya-expanse-8b": 10, "Qwen/Qwen3-8B": 13, "bigscience/bloom": 13, "common-pile/comma-v0.1-1t": 20, "facebook/xglm-564M": 11, "google-bert/bert-base-multilingual-cased": 10, "google/byt5-small": 47, "google/gemma-2-2b": 11, "gpt2": 15, "meta-llama/Llama-3.2-1B": 13, "microsoft/Phi-3-mini-4k-instruct": 14, "mistralai/tekken": 11, "tiktoken/gpt-4o": 12, "tokenmonster/englishcode-32000-consistent-v1": 17 }
Il pianeta k ha la distanza minore dal Sole è
[ "Venere", "Terra", "Marte", "Mercurio" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
338-3.14
338
3.14
che
{ "CohereLabs/aya-expanse-8b": 0.9232596158981323, "Qwen/Qwen3-8B": 0.9387797117233276, "bigscience/bloom": 0.942047119140625, "common-pile/comma-v0.1-1t": 0.9513167142868042, "facebook/xglm-564M": 0.9254839420318604, "google-bert/bert-base-multilingual-cased": 0.9135955572128296, "google/byt5-small": 0.9840972423553467, "google/gemma-2-2b": 0.9358816146850586, "gpt2": 0.941421389579773, "meta-llama/Llama-3.2-1B": 0.9274284243583679, "microsoft/Phi-3-mini-4k-instruct": 0.9396511912345886, "mistralai/tekken": 0.9188168048858643, "tiktoken/gpt-4o": 0.9330872297286987, "tokenmonster/englishcode-32000-consistent-v1": 0.951474666595459 }
{ "CohereLabs/aya-expanse-8b": 0.035248227417469025, "Qwen/Qwen3-8B": 0.10117741674184799, "bigscience/bloom": 0.051930442452430725, "common-pile/comma-v0.1-1t": 0.04446348547935486, "facebook/xglm-564M": 0.0702851191163063, "google-bert/bert-base-multilingual-cased": -0.021673817187547684, "google/byt5-small": 0.07845024019479752, "google/gemma-2-2b": 0.10049274563789368, "gpt2": 0.05740271136164665, "meta-llama/Llama-3.2-1B": 0.016170667484402657, "microsoft/Phi-3-mini-4k-instruct": 0.06751787662506104, "mistralai/tekken": 0.00842366460710764, "tiktoken/gpt-4o": 0.0656261071562767, "tokenmonster/englishcode-32000-consistent-v1": 0.04240305349230766 }
{ "CohereLabs/aya-expanse-8b": 10, "Qwen/Qwen3-8B": 13, "bigscience/bloom": 13, "common-pile/comma-v0.1-1t": 20, "facebook/xglm-564M": 11, "google-bert/bert-base-multilingual-cased": 10, "google/byt5-small": 46, "google/gemma-2-2b": 11, "gpt2": 15, "meta-llama/Llama-3.2-1B": 13, "microsoft/Phi-3-mini-4k-instruct": 14, "mistralai/tekken": 11, "tiktoken/gpt-4o": 12, "tokenmonster/englishcode-32000-consistent-v1": 17 }
Il pianeta con il diametro + grande del Sistema Solare è
[ "Terra", "Saturno", "Marte", "Giove" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
339-3.5
339
3.5
più
{ "CohereLabs/aya-expanse-8b": 0.9274422526359558, "Qwen/Qwen3-8B": 0.9387179613113403, "bigscience/bloom": 0.9221353530883789, "common-pile/comma-v0.1-1t": 0.9522654414176941, "facebook/xglm-564M": 0.9314883947372437, "google-bert/bert-base-multilingual-cased": 0.9126060009002686, "google/byt5-small": 0.9868512153625488, "google/gemma-2-2b": 0.9448539614677429, "gpt2": 0.9260600209236145, "meta-llama/Llama-3.2-1B": 0.9436653256416321, "microsoft/Phi-3-mini-4k-instruct": 0.9457412362098694, "mistralai/tekken": 0.9341747164726257, "tiktoken/gpt-4o": 0.944807767868042, "tokenmonster/englishcode-32000-consistent-v1": 0.9659094214439392 }
{ "CohereLabs/aya-expanse-8b": 0.08528129011392593, "Qwen/Qwen3-8B": 0.07864779233932495, "bigscience/bloom": 0.06795525550842285, "common-pile/comma-v0.1-1t": 0.12643569707870483, "facebook/xglm-564M": 0.03972551226615906, "google-bert/bert-base-multilingual-cased": 0.0873791053891182, "google/byt5-small": -0.012513848021626472, "google/gemma-2-2b": 0.11864964663982391, "gpt2": 0.008266289718449116, "meta-llama/Llama-3.2-1B": 0.14310981333255768, "microsoft/Phi-3-mini-4k-instruct": 0.08778500556945801, "mistralai/tekken": 0.04943012818694115, "tiktoken/gpt-4o": 0.08131778240203857, "tokenmonster/englishcode-32000-consistent-v1": 0.0829562321305275 }
{ "CohereLabs/aya-expanse-8b": 12, "Qwen/Qwen3-8B": 14, "bigscience/bloom": 14, "common-pile/comma-v0.1-1t": 28, "facebook/xglm-564M": 14, "google-bert/bert-base-multilingual-cased": 12, "google/byt5-small": 57, "google/gemma-2-2b": 13, "gpt2": 19, "meta-llama/Llama-3.2-1B": 14, "microsoft/Phi-3-mini-4k-instruct": 15, "mistralai/tekken": 14, "tiktoken/gpt-4o": 14, "tokenmonster/englishcode-32000-consistent-v1": 19 }
Il meccanismo cn cui le piante creano nutrimento dalla luce del sole è la
[ "Respirazione", "Traspirazione", "Germinazione", "Fotosintesi" ]
3
D
test
Abbreviations
Script / Orthography
ita_Latn
340-3.9
340
3.9
{ "CohereLabs/aya-expanse-8b": 0.963135302066803, "Qwen/Qwen3-8B": 0.9769824743270874, "bigscience/bloom": 0.9720531702041626, "common-pile/comma-v0.1-1t": 0.96943598985672, "facebook/xglm-564M": 0.9315529465675354, "google-bert/bert-base-multilingual-cased": 0.9593971967697144, "google/byt5-small": 0.9985104203224182, "google/gemma-2-2b": 0.9682530164718628, "gpt2": 0.9600086808204651, "meta-llama/Llama-3.2-1B": 0.9717621803283691, "microsoft/Phi-3-mini-4k-instruct": 0.9420631527900696, "mistralai/tekken": 0.962251603603363, "tiktoken/gpt-4o": 0.9733248353004456, "tokenmonster/englishcode-32000-consistent-v1": 0.9761285781860352 }
{ "CohereLabs/aya-expanse-8b": 0.15594418346881866, "Qwen/Qwen3-8B": 0.12046341598033905, "bigscience/bloom": 0.14314505457878113, "common-pile/comma-v0.1-1t": 0.0859692394733429, "facebook/xglm-564M": 0.07062813639640808, "google-bert/bert-base-multilingual-cased": 0.03519526124000549, "google/byt5-small": 0.670381486415863, "google/gemma-2-2b": 0.11807601153850555, "gpt2": 0.15417490899562836, "meta-llama/Llama-3.2-1B": 0.11838929355144501, "microsoft/Phi-3-mini-4k-instruct": -0.006341450847685337, "mistralai/tekken": 0.13359354436397552, "tiktoken/gpt-4o": 0.17466433346271515, "tokenmonster/englishcode-32000-consistent-v1": -0.009682351723313332 }
{ "CohereLabs/aya-expanse-8b": 17, "Qwen/Qwen3-8B": 22, "bigscience/bloom": 20, "common-pile/comma-v0.1-1t": 31, "facebook/xglm-564M": 18, "google-bert/bert-base-multilingual-cased": 19, "google/byt5-small": 74, "google/gemma-2-2b": 17, "gpt2": 27, "meta-llama/Llama-3.2-1B": 22, "microsoft/Phi-3-mini-4k-instruct": 23, "mistralai/tekken": 18, "tiktoken/gpt-4o": 19, "tokenmonster/englishcode-32000-consistent-v1": 26 }
Le api sn famose x produrre
[ "latte", "seta", "miele", "cera" ]
2
C
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
342-3.1
342
3.1
sono, per
{ "CohereLabs/aya-expanse-8b": 0.7163447141647339, "Qwen/Qwen3-8B": 0.7560109496116638, "bigscience/bloom": 0.7651405334472656, "common-pile/comma-v0.1-1t": 0.7137374877929688, "facebook/xglm-564M": 0.7786864042282104, "google-bert/bert-base-multilingual-cased": 0.7065253853797913, "google/byt5-small": 0.9584067463874817, "google/gemma-2-2b": 0.7286409735679626, "gpt2": 0.7674142122268677, "meta-llama/Llama-3.2-1B": 0.7783521413803101, "microsoft/Phi-3-mini-4k-instruct": 0.7637495398521423, "mistralai/tekken": 0.7783644199371338, "tiktoken/gpt-4o": 0.7763932943344116, "tokenmonster/englishcode-32000-consistent-v1": 0.8173370361328125 }
{ "CohereLabs/aya-expanse-8b": 0.5158410668373108, "Qwen/Qwen3-8B": 0.4966774880886078, "bigscience/bloom": 0.4921298921108246, "common-pile/comma-v0.1-1t": 0.4408930242061615, "facebook/xglm-564M": 0.5119045376777649, "google-bert/bert-base-multilingual-cased": 0.5038468241691589, "google/byt5-small": 0.7804622650146484, "google/gemma-2-2b": 0.5171924233436584, "gpt2": 0.4779168665409088, "meta-llama/Llama-3.2-1B": 0.5238360166549683, "microsoft/Phi-3-mini-4k-instruct": 0.5037320256233215, "mistralai/tekken": 0.4934210479259491, "tiktoken/gpt-4o": 0.5235404372215271, "tokenmonster/englishcode-32000-consistent-v1": 0.543506920337677 }
{ "CohereLabs/aya-expanse-8b": 7, "Qwen/Qwen3-8B": 8, "bigscience/bloom": 8, "common-pile/comma-v0.1-1t": 8, "facebook/xglm-564M": 8, "google-bert/bert-base-multilingual-cased": 8, "google/byt5-small": 27, "google/gemma-2-2b": 7, "gpt2": 9, "meta-llama/Llama-3.2-1B": 8, "microsoft/Phi-3-mini-4k-instruct": 8, "mistralai/tekken": 8, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 11 }
Le api sono famose x produrre
[ "miele", "latte", "seta", "cera" ]
0
A
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
342-3.2
342
3.2
per
{ "CohereLabs/aya-expanse-8b": 0.8690755367279053, "Qwen/Qwen3-8B": 0.8860767483711243, "bigscience/bloom": 0.8982897400856018, "common-pile/comma-v0.1-1t": 0.8992642760276794, "facebook/xglm-564M": 0.8839998245239258, "google-bert/bert-base-multilingual-cased": 0.8838616609573364, "google/byt5-small": 0.9759882688522339, "google/gemma-2-2b": 0.8735721111297607, "gpt2": 0.9064213037490845, "meta-llama/Llama-3.2-1B": 0.8930012583732605, "microsoft/Phi-3-mini-4k-instruct": 0.8872737884521484, "mistralai/tekken": 0.892910897731781, "tiktoken/gpt-4o": 0.8919006586074829, "tokenmonster/englishcode-32000-consistent-v1": 0.9116339683532715 }
{ "CohereLabs/aya-expanse-8b": 0.0667194053530693, "Qwen/Qwen3-8B": 0.054881129413843155, "bigscience/bloom": 0.14576995372772217, "common-pile/comma-v0.1-1t": 0.09467829018831253, "facebook/xglm-564M": 0.11107033491134644, "google-bert/bert-base-multilingual-cased": 0.0742538571357727, "google/byt5-small": 0.024468015879392624, "google/gemma-2-2b": 0.1181274801492691, "gpt2": 0.11088388413190842, "meta-llama/Llama-3.2-1B": 0.11354011297225952, "microsoft/Phi-3-mini-4k-instruct": 0.10353539884090424, "mistralai/tekken": 0.10444324463605881, "tiktoken/gpt-4o": 0.13031360507011414, "tokenmonster/englishcode-32000-consistent-v1": 0.03969891741871834 }
{ "CohereLabs/aya-expanse-8b": 7, "Qwen/Qwen3-8B": 8, "bigscience/bloom": 8, "common-pile/comma-v0.1-1t": 9, "facebook/xglm-564M": 8, "google-bert/bert-base-multilingual-cased": 7, "google/byt5-small": 29, "google/gemma-2-2b": 7, "gpt2": 10, "meta-llama/Llama-3.2-1B": 8, "microsoft/Phi-3-mini-4k-instruct": 8, "mistralai/tekken": 8, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 11 }
Le api sn famose per produrre
[ "latte", "seta", "cera", "miele" ]
3
D
test
Abbreviations
Script / Orthography
ita_Latn
342-3.3
342
3.3
sono
{ "CohereLabs/aya-expanse-8b": 0.8545225262641907, "Qwen/Qwen3-8B": 0.874309778213501, "bigscience/bloom": 0.866213858127594, "common-pile/comma-v0.1-1t": 0.836077094078064, "facebook/xglm-564M": 0.8987281918525696, "google-bert/bert-base-multilingual-cased": 0.8024898767471313, "google/byt5-small": 0.9746745824813843, "google/gemma-2-2b": 0.862398624420166, "gpt2": 0.8704708814620972, "meta-llama/Llama-3.2-1B": 0.8820863366127014, "microsoft/Phi-3-mini-4k-instruct": 0.8782750368118286, "mistralai/tekken": 0.8837018013000488, "tiktoken/gpt-4o": 0.8818065524101257, "tokenmonster/englishcode-32000-consistent-v1": 0.9185905456542969 }
{ "CohereLabs/aya-expanse-8b": 0.02457837015390396, "Qwen/Qwen3-8B": 0.042501673102378845, "bigscience/bloom": 0.019553344696760178, "common-pile/comma-v0.1-1t": 0.016733499243855476, "facebook/xglm-564M": 0.1390569806098938, "google-bert/bert-base-multilingual-cased": 0.0033388654701411724, "google/byt5-small": 0.40499550104141235, "google/gemma-2-2b": 0.06815136969089508, "gpt2": 0.009069850668311119, "meta-llama/Llama-3.2-1B": 0.06639596819877625, "microsoft/Phi-3-mini-4k-instruct": 0.047561533749103546, "mistralai/tekken": 0.021650152280926704, "tiktoken/gpt-4o": 0.03376496210694313, "tokenmonster/englishcode-32000-consistent-v1": -0.007327871397137642 }
{ "CohereLabs/aya-expanse-8b": 7, "Qwen/Qwen3-8B": 8, "bigscience/bloom": 8, "common-pile/comma-v0.1-1t": 8, "facebook/xglm-564M": 8, "google-bert/bert-base-multilingual-cased": 8, "google/byt5-small": 29, "google/gemma-2-2b": 7, "gpt2": 9, "meta-llama/Llama-3.2-1B": 8, "microsoft/Phi-3-mini-4k-instruct": 8, "mistralai/tekken": 8, "tiktoken/gpt-4o": 8, "tokenmonster/englishcode-32000-consistent-v1": 11 }
Quello di cui hanno bisogno le piante dall'aria x produrre cibo è
[ "azoto", "idrogeno", "anidride carbonica", "elio" ]
2
C
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
per->x
343-3.2
343
3.2
per
{ "CohereLabs/aya-expanse-8b": 0.9534022808074951, "Qwen/Qwen3-8B": 0.9655131101608276, "bigscience/bloom": 0.9685128927230835, "common-pile/comma-v0.1-1t": 0.9764779806137085, "facebook/xglm-564M": 0.943093478679657, "google-bert/bert-base-multilingual-cased": 0.9478885531425476, "google/byt5-small": 0.9922052621841431, "google/gemma-2-2b": 0.9554425477981567, "gpt2": 0.9726036787033081, "meta-llama/Llama-3.2-1B": 0.9624615907669067, "microsoft/Phi-3-mini-4k-instruct": 0.964576244354248, "mistralai/tekken": 0.9594010710716248, "tiktoken/gpt-4o": 0.9567535519599915, "tokenmonster/englishcode-32000-consistent-v1": 0.9666756391525269 }
{ "CohereLabs/aya-expanse-8b": 0.0667194053530693, "Qwen/Qwen3-8B": 0.054881129413843155, "bigscience/bloom": 0.14576995372772217, "common-pile/comma-v0.1-1t": 0.09467829018831253, "facebook/xglm-564M": 0.11107033491134644, "google-bert/bert-base-multilingual-cased": 0.0742538571357727, "google/byt5-small": 0.024468015879392624, "google/gemma-2-2b": 0.1181274801492691, "gpt2": 0.11088388413190842, "meta-llama/Llama-3.2-1B": 0.11354011297225952, "microsoft/Phi-3-mini-4k-instruct": 0.10353539884090424, "mistralai/tekken": 0.10444324463605881, "tiktoken/gpt-4o": 0.13031360507011414, "tokenmonster/englishcode-32000-consistent-v1": 0.03969891741871834 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 20, "bigscience/bloom": 21, "common-pile/comma-v0.1-1t": 28, "facebook/xglm-564M": 15, "google-bert/bert-base-multilingual-cased": 15, "google/byt5-small": 66, "google/gemma-2-2b": 15, "gpt2": 27, "meta-llama/Llama-3.2-1B": 20, "microsoft/Phi-3-mini-4k-instruct": 21, "mistralai/tekken": 18, "tiktoken/gpt-4o": 18, "tokenmonster/englishcode-32000-consistent-v1": 23 }
Quello d cui hanno bisogno le piante dall'aria x produrre cibo è
[ "azoto", "anidride carbonica", "idrogeno", "elio" ]
1
B
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
di->d, per->x
343-3.3
343
3.3
di, per
{ "CohereLabs/aya-expanse-8b": 0.9063833355903625, "Qwen/Qwen3-8B": 0.9271215200424194, "bigscience/bloom": 0.9343258142471313, "common-pile/comma-v0.1-1t": 0.9487971663475037, "facebook/xglm-564M": 0.8831492066383362, "google-bert/bert-base-multilingual-cased": 0.8994290828704834, "google/byt5-small": 0.9914813041687012, "google/gemma-2-2b": 0.9122122526168823, "gpt2": 0.9460916519165039, "meta-llama/Llama-3.2-1B": 0.9151080846786499, "microsoft/Phi-3-mini-4k-instruct": 0.9244072437286377, "mistralai/tekken": 0.9196685552597046, "tiktoken/gpt-4o": 0.903580904006958, "tokenmonster/englishcode-32000-consistent-v1": 0.9295505881309509 }
{ "CohereLabs/aya-expanse-8b": 0.8480374813079834, "Qwen/Qwen3-8B": 0.8715304732322693, "bigscience/bloom": 0.8965203166007996, "common-pile/comma-v0.1-1t": 0.927065372467041, "facebook/xglm-564M": 0.8090014457702637, "google-bert/bert-base-multilingual-cased": 0.8344502449035645, "google/byt5-small": 0.9802043437957764, "google/gemma-2-2b": 0.8622153997421265, "gpt2": 0.909629762172699, "meta-llama/Llama-3.2-1B": 0.8564296364784241, "microsoft/Phi-3-mini-4k-instruct": 0.8667284250259399, "mistralai/tekken": 0.8478317856788635, "tiktoken/gpt-4o": 0.829788863658905, "tokenmonster/englishcode-32000-consistent-v1": 0.8817609548568726 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 20, "bigscience/bloom": 21, "common-pile/comma-v0.1-1t": 29, "facebook/xglm-564M": 15, "google-bert/bert-base-multilingual-cased": 15, "google/byt5-small": 65, "google/gemma-2-2b": 15, "gpt2": 27, "meta-llama/Llama-3.2-1B": 20, "microsoft/Phi-3-mini-4k-instruct": 21, "mistralai/tekken": 18, "tiktoken/gpt-4o": 18, "tokenmonster/englishcode-32000-consistent-v1": 23 }
Quello d cui hanno bisogno le piante dall'aria per produrre cibo è
[ "azoto", "idrogeno", "elio", "anidride carbonica" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
di -> d
343-3.4
343
3.4
di
{ "CohereLabs/aya-expanse-8b": 0.9550455212593079, "Qwen/Qwen3-8B": 0.9644867777824402, "bigscience/bloom": 0.9677246809005737, "common-pile/comma-v0.1-1t": 0.9758893847465515, "facebook/xglm-564M": 0.9471949934959412, "google-bert/bert-base-multilingual-cased": 0.9506067633628845, "google/byt5-small": 0.9984737634658813, "google/gemma-2-2b": 0.9594575762748718, "gpt2": 0.9733547568321228, "meta-llama/Llama-3.2-1B": 0.9591813683509827, "microsoft/Phi-3-mini-4k-instruct": 0.9594258069992065, "mistralai/tekken": 0.9635310173034668, "tiktoken/gpt-4o": 0.9542483687400818, "tokenmonster/englishcode-32000-consistent-v1": 0.9700537919998169 }
{ "CohereLabs/aya-expanse-8b": 0.1277914196252823, "Qwen/Qwen3-8B": -0.038773685693740845, "bigscience/bloom": -0.021927211433649063, "common-pile/comma-v0.1-1t": -0.06762950122356415, "facebook/xglm-564M": 0.10845727473497391, "google-bert/bert-base-multilingual-cased": 0.10735861212015152, "google/byt5-small": 0.5014738440513611, "google/gemma-2-2b": 0.14631111919879913, "gpt2": -0.03892117738723755, "meta-llama/Llama-3.2-1B": -0.021200457587838173, "microsoft/Phi-3-mini-4k-instruct": -0.042535509914159775, "mistralai/tekken": 0.09141422808170319, "tiktoken/gpt-4o": 0.04498814046382904, "tokenmonster/englishcode-32000-consistent-v1": 0.12912601232528687 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 20, "bigscience/bloom": 21, "common-pile/comma-v0.1-1t": 29, "facebook/xglm-564M": 15, "google-bert/bert-base-multilingual-cased": 15, "google/byt5-small": 67, "google/gemma-2-2b": 15, "gpt2": 27, "meta-llama/Llama-3.2-1B": 20, "microsoft/Phi-3-mini-4k-instruct": 21, "mistralai/tekken": 18, "tiktoken/gpt-4o": 18, "tokenmonster/englishcode-32000-consistent-v1": 23 }
In "Puoi prenotare il volo x Parigi?", la persona vuole
[ "fare acquisti", "presentare un reclamo", "annullare un volo", "fare una prenotazione" ]
3
D
test
Abbreviations, Phonetic spelling
Script / Orthography, Social Media & Informal Text
ita_Latn
344-3.1
344
3.1
per
{ "CohereLabs/aya-expanse-8b": 0.9488150477409363, "Qwen/Qwen3-8B": 0.9544429779052734, "bigscience/bloom": 0.9680806398391724, "common-pile/comma-v0.1-1t": 0.9684615731239319, "facebook/xglm-564M": 0.949338436126709, "google-bert/bert-base-multilingual-cased": 0.9616315364837646, "google/byt5-small": 0.9903391003608704, "google/gemma-2-2b": 0.9565054178237915, "gpt2": 0.9571622610092163, "meta-llama/Llama-3.2-1B": 0.9547482132911682, "microsoft/Phi-3-mini-4k-instruct": 0.9637066721916199, "mistralai/tekken": 0.9452743530273438, "tiktoken/gpt-4o": 0.9550979137420654, "tokenmonster/englishcode-32000-consistent-v1": 0.964215099811554 }
{ "CohereLabs/aya-expanse-8b": 0.0667194053530693, "Qwen/Qwen3-8B": 0.054881129413843155, "bigscience/bloom": 0.14576995372772217, "common-pile/comma-v0.1-1t": 0.09467829018831253, "facebook/xglm-564M": 0.11107033491134644, "google-bert/bert-base-multilingual-cased": 0.0742538571357727, "google/byt5-small": 0.024468015879392624, "google/gemma-2-2b": 0.1181274801492691, "gpt2": 0.11088388413190842, "meta-llama/Llama-3.2-1B": 0.11354011297225952, "microsoft/Phi-3-mini-4k-instruct": 0.10353539884090424, "mistralai/tekken": 0.10444324463605881, "tiktoken/gpt-4o": 0.13031360507011414, "tokenmonster/englishcode-32000-consistent-v1": 0.03969891741871834 }
{ "CohereLabs/aya-expanse-8b": 15, "Qwen/Qwen3-8B": 18, "bigscience/bloom": 20, "common-pile/comma-v0.1-1t": 21, "facebook/xglm-564M": 16, "google-bert/bert-base-multilingual-cased": 18, "google/byt5-small": 55, "google/gemma-2-2b": 15, "gpt2": 20, "meta-llama/Llama-3.2-1B": 18, "microsoft/Phi-3-mini-4k-instruct": 21, "mistralai/tekken": 15, "tiktoken/gpt-4o": 17, "tokenmonster/englishcode-32000-consistent-v1": 22 }

Dataset Card for Tokenization Robustness

A comprehensive evaluation dataset for testing robustness of different tokenization strategies.

Dataset Details

Dataset Description

This dataset evaluates how robust language models are to different tokenization strategies and edge cases. It includes text completion questions with multiple choice answers designed to test various aspects of tokenization handling.

  • Curated by: R3
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  • License: cc

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Dataset Structure

The dataset contains multiple-choice questions with associated metadata about tokenization types and categories.

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Bias, Risks, and Limitations

The dataset focuses primarily on English text and may not generalize to other languages or tokenization schemes not covered in the evaluation.

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