tokenization_robustness_completion
Collection
35 items
•
Updated
Datasets:
Dataset Viewer
question
stringlengths 6
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| choices
listlengths 4
4
| answer
int64 0
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| answer_label
stringclasses 4
values | split
stringclasses 1
value | subcategories
stringclasses 1
value | category
stringclasses 1
value | lang
stringclasses 1
value | second_lang
stringclasses 1
value | notes
stringclasses 1
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stringlengths 7
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stringlengths 5
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stringclasses 1
value | vanilla_cos_sim_to_canonical
dict | trimmed_cos_sim_to_canonical
dict | token_counts
dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
دكتر أحمدي يك جراح أست. شغل دكتر أحمدي
|
[
"معلم است",
"وكيل است",
"قاضي است",
"بزشك است"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
300-1.8
|
300.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4525652527809143,
"Qwen/Qwen3-8B": 0.4668959677219391,
"bigscience/bloom": 0.6332823634147644,
"common-pile/comma-v0.1-1t": 0.5899715423583984,
"facebook/xglm-564M": 0.3686283230781555,
"google-bert/bert-base-multilingual-cased": 0.37637633085250854,
"google/byt5-small": 0.8524347543716431,
"google/gemma-2-2b": 0.5016360282897949,
"gpt2": 0.45440366864204407,
"meta-llama/Llama-3.2-1B": 0.4301454424858093,
"microsoft/Phi-3-mini-4k-instruct": 0.7396267056465149,
"mistralai/tekken": 0.3909950852394104,
"tiktoken/gpt-4o": 0.531606137752533,
"tokenmonster/englishcode-32000-consistent-v1": 0.9259932041168213
}
|
{
"CohereLabs/aya-expanse-8b": 0.3844136893749237,
"Qwen/Qwen3-8B": 0.4432694911956787,
"bigscience/bloom": 0.6013886332511902,
"common-pile/comma-v0.1-1t": 0.577778160572052,
"facebook/xglm-564M": 0.3686283230781555,
"google-bert/bert-base-multilingual-cased": 0.37637633085250854,
"google/byt5-small": 0.8407775163650513,
"google/gemma-2-2b": 0.5016360282897949,
"gpt2": 0.43890759348869324,
"meta-llama/Llama-3.2-1B": 0.3683199882507324,
"microsoft/Phi-3-mini-4k-instruct": 0.6993831396102905,
"mistralai/tekken": 0.32693564891815186,
"tiktoken/gpt-4o": 0.4865748882293701,
"tokenmonster/englishcode-32000-consistent-v1": 0.921126127243042
}
|
{
"CohereLabs/aya-expanse-8b": 17,
"Qwen/Qwen3-8B": 21,
"bigscience/bloom": 15,
"common-pile/comma-v0.1-1t": 39,
"facebook/xglm-564M": 14,
"google-bert/bert-base-multilingual-cased": 18,
"google/byt5-small": 68,
"google/gemma-2-2b": 18,
"gpt2": 44,
"meta-llama/Llama-3.2-1B": 20,
"microsoft/Phi-3-mini-4k-instruct": 39,
"mistralai/tekken": 18,
"tiktoken/gpt-4o": 18,
"tokenmonster/englishcode-32000-consistent-v1": 74
}
|
||
رنك آسمان
|
[
"قرمز است",
"سبز است",
"زرد است",
"آبي است"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
301-1.8
|
301.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5916272401809692,
"Qwen/Qwen3-8B": 0.8003456592559814,
"bigscience/bloom": 0.7218424677848816,
"common-pile/comma-v0.1-1t": 0.8175961375236511,
"facebook/xglm-564M": 0.46171438694000244,
"google-bert/bert-base-multilingual-cased": 0.6645976305007935,
"google/byt5-small": 0.9226253628730774,
"google/gemma-2-2b": 0.6476131677627563,
"gpt2": 0.8209877014160156,
"meta-llama/Llama-3.2-1B": 0.7389864921569824,
"microsoft/Phi-3-mini-4k-instruct": 0.8734871745109558,
"mistralai/tekken": 0.830035388469696,
"tiktoken/gpt-4o": 0.8609911203384399,
"tokenmonster/englishcode-32000-consistent-v1": 0.9746389985084534
}
|
{
"CohereLabs/aya-expanse-8b": 0.18456730246543884,
"Qwen/Qwen3-8B": 0.08357308804988861,
"bigscience/bloom": 0.059549201279878616,
"common-pile/comma-v0.1-1t": -0.020662564784288406,
"facebook/xglm-564M": 0.07532156258821487,
"google-bert/bert-base-multilingual-cased": -0.01466265320777893,
"google/byt5-small": 0.007430258207023144,
"google/gemma-2-2b": 0.06289899349212646,
"gpt2": 0.05573859438300133,
"meta-llama/Llama-3.2-1B": 0.11860564351081848,
"microsoft/Phi-3-mini-4k-instruct": 0.040475744754076004,
"mistralai/tekken": 0.12601080536842346,
"tiktoken/gpt-4o": 0.1269112378358841,
"tokenmonster/englishcode-32000-consistent-v1": 0.20332172513008118
}
|
{
"CohereLabs/aya-expanse-8b": 4,
"Qwen/Qwen3-8B": 5,
"bigscience/bloom": 3,
"common-pile/comma-v0.1-1t": 9,
"facebook/xglm-564M": 3,
"google-bert/bert-base-multilingual-cased": 6,
"google/byt5-small": 17,
"google/gemma-2-2b": 4,
"gpt2": 10,
"meta-llama/Llama-3.2-1B": 5,
"microsoft/Phi-3-mini-4k-instruct": 10,
"mistralai/tekken": 5,
"tiktoken/gpt-4o": 5,
"tokenmonster/englishcode-32000-consistent-v1": 19
}
|
||
اين خانة ٢٫٨٥٠٫٠٠٠٫٠٠٠ تومان أست. قيمت اين خانة
|
[
"٢٫٨٥٠٫٠٠٠٫٠٠٠ تومان است",
"٣٫٠٠٠٫٠٠٠٫٠٠٠ تومان است",
"٢٫٠٥٠٫٠٠٠٫٠٠٠ تومان است",
"٣٫٨٥٠٫٠٠٠٫٠٠٠ تومان است"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
302-1.8
|
302.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.3234526216983795,
"Qwen/Qwen3-8B": 0.38398754596710205,
"bigscience/bloom": 0.6348302960395813,
"common-pile/comma-v0.1-1t": 0.43976742029190063,
"facebook/xglm-564M": 0.5273773074150085,
"google-bert/bert-base-multilingual-cased": 0.40923044085502625,
"google/byt5-small": 0.6521380543708801,
"google/gemma-2-2b": 0.4849303960800171,
"gpt2": 0.328460693359375,
"meta-llama/Llama-3.2-1B": 0.47460561990737915,
"microsoft/Phi-3-mini-4k-instruct": 0.5005233287811279,
"mistralai/tekken": 0.400006502866745,
"tiktoken/gpt-4o": 0.49244508147239685,
"tokenmonster/englishcode-32000-consistent-v1": 0.8197084069252014
}
|
{
"CohereLabs/aya-expanse-8b": 0.3234526216983795,
"Qwen/Qwen3-8B": 0.38398754596710205,
"bigscience/bloom": 0.6348302960395813,
"common-pile/comma-v0.1-1t": 0.43383175134658813,
"facebook/xglm-564M": 0.5273773074150085,
"google-bert/bert-base-multilingual-cased": 0.40923044085502625,
"google/byt5-small": 0.6423895359039307,
"google/gemma-2-2b": 0.4849303960800171,
"gpt2": 0.3210490942001343,
"meta-llama/Llama-3.2-1B": 0.47460561990737915,
"microsoft/Phi-3-mini-4k-instruct": 0.48597750067710876,
"mistralai/tekken": 0.400006502866745,
"tiktoken/gpt-4o": 0.49244508147239685,
"tokenmonster/englishcode-32000-consistent-v1": 0.8123914003372192
}
|
{
"CohereLabs/aya-expanse-8b": 39,
"Qwen/Qwen3-8B": 43,
"bigscience/bloom": 26,
"common-pile/comma-v0.1-1t": 60,
"facebook/xglm-564M": 22,
"google-bert/bert-base-multilingual-cased": 27,
"google/byt5-small": 86,
"google/gemma-2-2b": 26,
"gpt2": 59,
"meta-llama/Llama-3.2-1B": 27,
"microsoft/Phi-3-mini-4k-instruct": 61,
"mistralai/tekken": 27,
"tiktoken/gpt-4o": 27,
"tokenmonster/englishcode-32000-consistent-v1": 91
}
|
||
إمروز تاريخ ١٤٠٣/٠٨/١٥ است. إمروز
|
[
"١٤٠٣/٠٨/١٥أست",
"١٤٠٣/٠٨/١٦ أست",
"١٤٠٢/٠٨/١٥ أست",
"١٤٠٣/٠٧/١٥ أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
303-1.8
|
303.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.310343474149704,
"Qwen/Qwen3-8B": 0.3913235068321228,
"bigscience/bloom": 0.5470491647720337,
"common-pile/comma-v0.1-1t": 0.42518025636672974,
"facebook/xglm-564M": 0.5510368347167969,
"google-bert/bert-base-multilingual-cased": 0.5828851461410522,
"google/byt5-small": 0.6175828576087952,
"google/gemma-2-2b": 0.5150054693222046,
"gpt2": 0.2356436401605606,
"meta-llama/Llama-3.2-1B": 0.5358189344406128,
"microsoft/Phi-3-mini-4k-instruct": 0.4326079785823822,
"mistralai/tekken": 0.5063000917434692,
"tiktoken/gpt-4o": 0.5708204507827759,
"tokenmonster/englishcode-32000-consistent-v1": 0.7957750558853149
}
|
{
"CohereLabs/aya-expanse-8b": 0.310343474149704,
"Qwen/Qwen3-8B": 0.3263187110424042,
"bigscience/bloom": 0.5148525238037109,
"common-pile/comma-v0.1-1t": 0.355728417634964,
"facebook/xglm-564M": 0.5510368347167969,
"google-bert/bert-base-multilingual-cased": 0.5272229313850403,
"google/byt5-small": 0.4779307246208191,
"google/gemma-2-2b": 0.5150054693222046,
"gpt2": 0.14573346078395844,
"meta-llama/Llama-3.2-1B": 0.5358189344406128,
"microsoft/Phi-3-mini-4k-instruct": 0.3667704164981842,
"mistralai/tekken": 0.4631536304950714,
"tiktoken/gpt-4o": 0.5708204507827759,
"tokenmonster/englishcode-32000-consistent-v1": 0.684995710849762
}
|
{
"CohereLabs/aya-expanse-8b": 28,
"Qwen/Qwen3-8B": 30,
"bigscience/bloom": 19,
"common-pile/comma-v0.1-1t": 45,
"facebook/xglm-564M": 17,
"google-bert/bert-base-multilingual-cased": 18,
"google/byt5-small": 59,
"google/gemma-2-2b": 19,
"gpt2": 44,
"meta-llama/Llama-3.2-1B": 20,
"microsoft/Phi-3-mini-4k-instruct": 42,
"mistralai/tekken": 19,
"tiktoken/gpt-4o": 19,
"tokenmonster/englishcode-32000-consistent-v1": 65
}
|
||
تعداد قارة هاي روي زمين
|
[
"٥ أست",
"٦ أست",
"٨ أست",
"٧ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
304-1.8
|
304.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4297054708003998,
"Qwen/Qwen3-8B": 0.5687499642372131,
"bigscience/bloom": 0.5196680426597595,
"common-pile/comma-v0.1-1t": 0.6440008282661438,
"facebook/xglm-564M": 0.5500531196594238,
"google-bert/bert-base-multilingual-cased": 0.40475669503211975,
"google/byt5-small": 0.8728281259536743,
"google/gemma-2-2b": 0.4347454607486725,
"gpt2": 0.6122966408729553,
"meta-llama/Llama-3.2-1B": 0.5439673662185669,
"microsoft/Phi-3-mini-4k-instruct": 0.69293612241745,
"mistralai/tekken": 0.5476543307304382,
"tiktoken/gpt-4o": 0.5837497711181641,
"tokenmonster/englishcode-32000-consistent-v1": 0.9522997140884399
}
|
{
"CohereLabs/aya-expanse-8b": 0.24180938303470612,
"Qwen/Qwen3-8B": 0.40864235162734985,
"bigscience/bloom": 0.24570004642009735,
"common-pile/comma-v0.1-1t": 0.5319369435310364,
"facebook/xglm-564M": 0.3446423411369324,
"google-bert/bert-base-multilingual-cased": 0.19169862568378448,
"google/byt5-small": 0.6541133522987366,
"google/gemma-2-2b": 0.2638211250305176,
"gpt2": 0.4502753019332886,
"meta-llama/Llama-3.2-1B": 0.29542651772499084,
"microsoft/Phi-3-mini-4k-instruct": 0.5279437899589539,
"mistralai/tekken": 0.26693007349967957,
"tiktoken/gpt-4o": 0.3179750442504883,
"tokenmonster/englishcode-32000-consistent-v1": 0.8261896371841431
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 10,
"bigscience/bloom": 8,
"common-pile/comma-v0.1-1t": 23,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 9,
"google/byt5-small": 42,
"google/gemma-2-2b": 8,
"gpt2": 23,
"meta-llama/Llama-3.2-1B": 9,
"microsoft/Phi-3-mini-4k-instruct": 24,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 9,
"tokenmonster/englishcode-32000-consistent-v1": 42
}
|
||
بايتخت إيران
|
[
"تهران أست",
"مشهد أست",
"باريس أست",
"بغداد أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
305-1.8
|
305.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4195382595062256,
"Qwen/Qwen3-8B": 0.2986622750759125,
"bigscience/bloom": 0.47325417399406433,
"common-pile/comma-v0.1-1t": 0.6583521962165833,
"facebook/xglm-564M": 0.08522913604974747,
"google-bert/bert-base-multilingual-cased": 0.45597410202026367,
"google/byt5-small": 0.8362538814544678,
"google/gemma-2-2b": 0.48199039697647095,
"gpt2": 0.5877156257629395,
"meta-llama/Llama-3.2-1B": 0.47521623969078064,
"microsoft/Phi-3-mini-4k-instruct": 0.6204717755317688,
"mistralai/tekken": 0.4169454574584961,
"tiktoken/gpt-4o": 0.4204637408256531,
"tokenmonster/englishcode-32000-consistent-v1": 0.9326286315917969
}
|
{
"CohereLabs/aya-expanse-8b": 0.4195382595062256,
"Qwen/Qwen3-8B": 0.2986622750759125,
"bigscience/bloom": 0.47325417399406433,
"common-pile/comma-v0.1-1t": 0.5748830437660217,
"facebook/xglm-564M": 0.08522913604974747,
"google-bert/bert-base-multilingual-cased": 0.45597410202026367,
"google/byt5-small": 0.7375890612602234,
"google/gemma-2-2b": 0.48199039697647095,
"gpt2": 0.4668189585208893,
"meta-llama/Llama-3.2-1B": 0.47521623969078064,
"microsoft/Phi-3-mini-4k-instruct": 0.5707964897155762,
"mistralai/tekken": 0.4169454574584961,
"tiktoken/gpt-4o": 0.4204637408256531,
"tokenmonster/englishcode-32000-consistent-v1": 0.8794080018997192
}
|
{
"CohereLabs/aya-expanse-8b": 4,
"Qwen/Qwen3-8B": 5,
"bigscience/bloom": 4,
"common-pile/comma-v0.1-1t": 13,
"facebook/xglm-564M": 4,
"google-bert/bert-base-multilingual-cased": 4,
"google/byt5-small": 23,
"google/gemma-2-2b": 4,
"gpt2": 13,
"meta-llama/Llama-3.2-1B": 5,
"microsoft/Phi-3-mini-4k-instruct": 13,
"mistralai/tekken": 4,
"tiktoken/gpt-4o": 4,
"tokenmonster/englishcode-32000-consistent-v1": 25
}
|
||
هر هفتة
|
[
"٥ روز است",
"٦ روز است",
"٨ روز است",
"٧ روز است"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
306-1.8
|
306.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5019424557685852,
"Qwen/Qwen3-8B": 0.6150031089782715,
"bigscience/bloom": 0.6007109880447388,
"common-pile/comma-v0.1-1t": 0.9017932415008545,
"facebook/xglm-564M": 0.5153264999389648,
"google-bert/bert-base-multilingual-cased": 0.7693625092506409,
"google/byt5-small": 0.9155796766281128,
"google/gemma-2-2b": 0.44749945402145386,
"gpt2": 0.8627316355705261,
"meta-llama/Llama-3.2-1B": 0.44784072041511536,
"microsoft/Phi-3-mini-4k-instruct": 0.9192155003547668,
"mistralai/tekken": 0.5005922317504883,
"tiktoken/gpt-4o": 0.4268345236778259,
"tokenmonster/englishcode-32000-consistent-v1": 0.9419463872909546
}
|
{
"CohereLabs/aya-expanse-8b": 0.14818955957889557,
"Qwen/Qwen3-8B": 0.16760624945163727,
"bigscience/bloom": 0.2148398607969284,
"common-pile/comma-v0.1-1t": 0.13411955535411835,
"facebook/xglm-564M": 0.11808662861585617,
"google-bert/bert-base-multilingual-cased": 0.23413048684597015,
"google/byt5-small": -0.04512372612953186,
"google/gemma-2-2b": 0.11733604222536087,
"gpt2": 0.11934681236743927,
"meta-llama/Llama-3.2-1B": 0.09019102901220322,
"microsoft/Phi-3-mini-4k-instruct": 0.1284797042608261,
"mistralai/tekken": 0.13558031618595123,
"tiktoken/gpt-4o": 0.13182006776332855,
"tokenmonster/englishcode-32000-consistent-v1": 0.10429573059082031
}
|
{
"CohereLabs/aya-expanse-8b": 3,
"Qwen/Qwen3-8B": 4,
"bigscience/bloom": 4,
"common-pile/comma-v0.1-1t": 7,
"facebook/xglm-564M": 3,
"google-bert/bert-base-multilingual-cased": 3,
"google/byt5-small": 13,
"google/gemma-2-2b": 3,
"gpt2": 8,
"meta-llama/Llama-3.2-1B": 3,
"microsoft/Phi-3-mini-4k-instruct": 8,
"mistralai/tekken": 3,
"tiktoken/gpt-4o": 4,
"tokenmonster/englishcode-32000-consistent-v1": 13
}
|
||
هر روز
|
[
"٢٠ ساعة أست",
"٢٥ ساعة أست",
"٢٤ ساعة أست",
"٣٠ ساعة أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
307-1.8
|
307.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 1.0000003576278687,
"Qwen/Qwen3-8B": 1.0000003576278687,
"bigscience/bloom": 1.0000004768371582,
"common-pile/comma-v0.1-1t": 1,
"facebook/xglm-564M": 1.0000003576278687,
"google-bert/bert-base-multilingual-cased": 1.000000238418579,
"google/byt5-small": 0.9999998211860657,
"google/gemma-2-2b": 1.000000238418579,
"gpt2": 1,
"meta-llama/Llama-3.2-1B": 1.0000003576278687,
"microsoft/Phi-3-mini-4k-instruct": 1.0000001192092896,
"mistralai/tekken": 1.000000238418579,
"tiktoken/gpt-4o": 1.000000238418579,
"tokenmonster/englishcode-32000-consistent-v1": 0.9999998807907104
}
|
{
"CohereLabs/aya-expanse-8b": 1.000000238418579,
"Qwen/Qwen3-8B": 1.0000004768371582,
"bigscience/bloom": 1.000000238418579,
"common-pile/comma-v0.1-1t": 1.0000003576278687,
"facebook/xglm-564M": 1.000000238418579,
"google-bert/bert-base-multilingual-cased": 1.0000004768371582,
"google/byt5-small": 1.0000004768371582,
"google/gemma-2-2b": 1.0000004768371582,
"gpt2": 1.0000004768371582,
"meta-llama/Llama-3.2-1B": 1.0000003576278687,
"microsoft/Phi-3-mini-4k-instruct": 1.0000004768371582,
"mistralai/tekken": 1.0000004768371582,
"tiktoken/gpt-4o": 1.0000003576278687,
"tokenmonster/englishcode-32000-consistent-v1": 1.000000238418579
}
|
{
"CohereLabs/aya-expanse-8b": 2,
"Qwen/Qwen3-8B": 3,
"bigscience/bloom": 2,
"common-pile/comma-v0.1-1t": 7,
"facebook/xglm-564M": 2,
"google-bert/bert-base-multilingual-cased": 2,
"google/byt5-small": 11,
"google/gemma-2-2b": 2,
"gpt2": 7,
"meta-llama/Llama-3.2-1B": 2,
"microsoft/Phi-3-mini-4k-instruct": 7,
"mistralai/tekken": 2,
"tiktoken/gpt-4o": 2,
"tokenmonster/englishcode-32000-consistent-v1": 11
}
|
||
تعداد باهاي يك كاو
|
[
"٨ أست",
"٣ أست",
"٥ أست",
"٤ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
308-1.8
|
308.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.35432589054107666,
"Qwen/Qwen3-8B": 0.3294462561607361,
"bigscience/bloom": 0.4050463140010834,
"common-pile/comma-v0.1-1t": 0.579163670539856,
"facebook/xglm-564M": 0.4457361400127411,
"google-bert/bert-base-multilingual-cased": 0.27901947498321533,
"google/byt5-small": 0.7197610139846802,
"google/gemma-2-2b": 0.35540005564689636,
"gpt2": 0.42722246050834656,
"meta-llama/Llama-3.2-1B": 0.382055401802063,
"microsoft/Phi-3-mini-4k-instruct": 0.6215811371803284,
"mistralai/tekken": 0.40028753876686096,
"tiktoken/gpt-4o": 0.4022199809551239,
"tokenmonster/englishcode-32000-consistent-v1": 0.838942289352417
}
|
{
"CohereLabs/aya-expanse-8b": 0.280496746301651,
"Qwen/Qwen3-8B": 0.19552505016326904,
"bigscience/bloom": 0.20773714780807495,
"common-pile/comma-v0.1-1t": 0.515955924987793,
"facebook/xglm-564M": 0.3253135085105896,
"google-bert/bert-base-multilingual-cased": 0.1899111270904541,
"google/byt5-small": 0.4597475230693817,
"google/gemma-2-2b": 0.24217286705970764,
"gpt2": 0.34862616658210754,
"meta-llama/Llama-3.2-1B": 0.17627422511577606,
"microsoft/Phi-3-mini-4k-instruct": 0.44209742546081543,
"mistralai/tekken": 0.19820824265480042,
"tiktoken/gpt-4o": 0.20705091953277588,
"tokenmonster/englishcode-32000-consistent-v1": 0.638900101184845
}
|
{
"CohereLabs/aya-expanse-8b": 7,
"Qwen/Qwen3-8B": 9,
"bigscience/bloom": 7,
"common-pile/comma-v0.1-1t": 18,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 8,
"google/byt5-small": 33,
"google/gemma-2-2b": 6,
"gpt2": 19,
"meta-llama/Llama-3.2-1B": 7,
"microsoft/Phi-3-mini-4k-instruct": 19,
"mistralai/tekken": 8,
"tiktoken/gpt-4o": 7,
"tokenmonster/englishcode-32000-consistent-v1": 33
}
|
||
تعداد دقیقة هاي دو ساعة
|
[
"۱۲۰ أست",
"۱۰۰ أست",
"۱۴۰ أست",
"۹۰ أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
309-1.8
|
309.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4724983274936676,
"Qwen/Qwen3-8B": 0.8054311871528625,
"bigscience/bloom": 0.7724266648292542,
"common-pile/comma-v0.1-1t": 0.8939545154571533,
"facebook/xglm-564M": 0.5521372556686401,
"google-bert/bert-base-multilingual-cased": 0.7002934813499451,
"google/byt5-small": 0.9591277837753296,
"google/gemma-2-2b": 0.5809170603752136,
"gpt2": 0.8959686756134033,
"meta-llama/Llama-3.2-1B": 0.566036581993103,
"microsoft/Phi-3-mini-4k-instruct": 0.9037781953811646,
"mistralai/tekken": 0.7068126797676086,
"tiktoken/gpt-4o": 0.6311192512512207,
"tokenmonster/englishcode-32000-consistent-v1": 0.9843068718910217
}
|
{
"CohereLabs/aya-expanse-8b": 0.3727051913738251,
"Qwen/Qwen3-8B": 0.6241339445114136,
"bigscience/bloom": 0.4998783469200134,
"common-pile/comma-v0.1-1t": 0.7263066172599792,
"facebook/xglm-564M": 0.4186660647392273,
"google-bert/bert-base-multilingual-cased": 0.4249938428401947,
"google/byt5-small": 0.8683534860610962,
"google/gemma-2-2b": 0.4505091607570648,
"gpt2": 0.7432622909545898,
"meta-llama/Llama-3.2-1B": 0.3647366464138031,
"microsoft/Phi-3-mini-4k-instruct": 0.7144235372543335,
"mistralai/tekken": 0.4621000289916992,
"tiktoken/gpt-4o": 0.46971243619918823,
"tokenmonster/englishcode-32000-consistent-v1": 0.9489726424217224
}
|
{
"CohereLabs/aya-expanse-8b": 8,
"Qwen/Qwen3-8B": 10,
"bigscience/bloom": 8,
"common-pile/comma-v0.1-1t": 23,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 8,
"google/byt5-small": 42,
"google/gemma-2-2b": 6,
"gpt2": 26,
"meta-llama/Llama-3.2-1B": 8,
"microsoft/Phi-3-mini-4k-instruct": 24,
"mistralai/tekken": 8,
"tiktoken/gpt-4o": 7,
"tokenmonster/englishcode-32000-consistent-v1": 42
}
|
||
تعداد ماه هاي يك سال
|
[
"١٠ أست",
"١١ أست",
"١٣ أست",
"١٢ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
310-1.8
|
310.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.6726462841033936,
"Qwen/Qwen3-8B": 0.731375515460968,
"bigscience/bloom": 0.7253983020782471,
"common-pile/comma-v0.1-1t": 0.7916855812072754,
"facebook/xglm-564M": 0.7826463580131531,
"google-bert/bert-base-multilingual-cased": 0.6139504909515381,
"google/byt5-small": 0.8877533674240112,
"google/gemma-2-2b": 0.7161794304847717,
"gpt2": 0.6541838645935059,
"meta-llama/Llama-3.2-1B": 0.7863859534263611,
"microsoft/Phi-3-mini-4k-instruct": 0.8347370028495789,
"mistralai/tekken": 0.6918425559997559,
"tiktoken/gpt-4o": 0.760509729385376,
"tokenmonster/englishcode-32000-consistent-v1": 0.9449127912521362
}
|
{
"CohereLabs/aya-expanse-8b": 0.4853347837924957,
"Qwen/Qwen3-8B": 0.4827396869659424,
"bigscience/bloom": 0.46106845140457153,
"common-pile/comma-v0.1-1t": 0.574171781539917,
"facebook/xglm-564M": 0.3709234297275543,
"google-bert/bert-base-multilingual-cased": 0.17955857515335083,
"google/byt5-small": 0.4677625000476837,
"google/gemma-2-2b": 0.5132933259010315,
"gpt2": 0.3032084107398987,
"meta-llama/Llama-3.2-1B": 0.5685765743255615,
"microsoft/Phi-3-mini-4k-instruct": 0.5898699760437012,
"mistralai/tekken": 0.4067721962928772,
"tiktoken/gpt-4o": 0.5087478756904602,
"tokenmonster/englishcode-32000-consistent-v1": 0.6482758522033691
}
|
{
"CohereLabs/aya-expanse-8b": 6,
"Qwen/Qwen3-8B": 10,
"bigscience/bloom": 6,
"common-pile/comma-v0.1-1t": 18,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 7,
"google/byt5-small": 36,
"google/gemma-2-2b": 5,
"gpt2": 19,
"meta-llama/Llama-3.2-1B": 6,
"microsoft/Phi-3-mini-4k-instruct": 20,
"mistralai/tekken": 7,
"tiktoken/gpt-4o": 6,
"tokenmonster/englishcode-32000-consistent-v1": 36
}
|
||
تعداد ثانية هاي يك دقيقة
|
[
"٥٠ أست",
"١٠٠ أست",
"٦٠ أست",
"٣٠ أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
311-1.8
|
311.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4364604651927948,
"Qwen/Qwen3-8B": 0.476997047662735,
"bigscience/bloom": 0.4461859166622162,
"common-pile/comma-v0.1-1t": 0.582367479801178,
"facebook/xglm-564M": 0.3738250136375427,
"google-bert/bert-base-multilingual-cased": 0.24781076610088348,
"google/byt5-small": 0.7835208773612976,
"google/gemma-2-2b": 0.48291969299316406,
"gpt2": 0.5348318815231323,
"meta-llama/Llama-3.2-1B": 0.5457445383071899,
"microsoft/Phi-3-mini-4k-instruct": 0.5939329266548157,
"mistralai/tekken": 0.43731123208999634,
"tiktoken/gpt-4o": 0.4567829966545105,
"tokenmonster/englishcode-32000-consistent-v1": 0.9039735198020935
}
|
{
"CohereLabs/aya-expanse-8b": 0.19487318396568298,
"Qwen/Qwen3-8B": 0.3056260049343109,
"bigscience/bloom": 0.16148054599761963,
"common-pile/comma-v0.1-1t": 0.483744740486145,
"facebook/xglm-564M": 0.19985397160053253,
"google-bert/bert-base-multilingual-cased": 0.16500499844551086,
"google/byt5-small": 0.5845445394515991,
"google/gemma-2-2b": 0.2488899827003479,
"gpt2": 0.4393095374107361,
"meta-llama/Llama-3.2-1B": 0.22558026015758514,
"microsoft/Phi-3-mini-4k-instruct": 0.4286344349384308,
"mistralai/tekken": 0.1724231243133545,
"tiktoken/gpt-4o": 0.19240497052669525,
"tokenmonster/englishcode-32000-consistent-v1": 0.7489321231842041
}
|
{
"CohereLabs/aya-expanse-8b": 8,
"Qwen/Qwen3-8B": 9,
"bigscience/bloom": 6,
"common-pile/comma-v0.1-1t": 24,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 8,
"google/byt5-small": 44,
"google/gemma-2-2b": 6,
"gpt2": 27,
"meta-llama/Llama-3.2-1B": 8,
"microsoft/Phi-3-mini-4k-instruct": 25,
"mistralai/tekken": 7,
"tiktoken/gpt-4o": 6,
"tokenmonster/englishcode-32000-consistent-v1": 44
}
|
||
تعداد ضلع هاي شش ضلعي
|
[
"٥ أست",
"٧ أست",
"٨ أست",
"٦ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
312-1.8
|
312.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.8373919725418091,
"Qwen/Qwen3-8B": 0.8408847451210022,
"bigscience/bloom": 0.696864902973175,
"common-pile/comma-v0.1-1t": 0.9266782999038696,
"facebook/xglm-564M": 0.8367428183555603,
"google-bert/bert-base-multilingual-cased": 0.7170124053955078,
"google/byt5-small": 0.9459456205368042,
"google/gemma-2-2b": 0.8197112083435059,
"gpt2": 0.8932514786720276,
"meta-llama/Llama-3.2-1B": 0.9348835945129395,
"microsoft/Phi-3-mini-4k-instruct": 0.9300658702850342,
"mistralai/tekken": 0.8648556470870972,
"tiktoken/gpt-4o": 0.8988835215568542,
"tokenmonster/englishcode-32000-consistent-v1": 0.9772590398788452
}
|
{
"CohereLabs/aya-expanse-8b": 0.6589810848236084,
"Qwen/Qwen3-8B": 0.6232472062110901,
"bigscience/bloom": 0.5244991779327393,
"common-pile/comma-v0.1-1t": 0.8122348785400391,
"facebook/xglm-564M": 0.6890903115272522,
"google-bert/bert-base-multilingual-cased": 0.541522741317749,
"google/byt5-small": 0.7525902390480042,
"google/gemma-2-2b": 0.6840699911117554,
"gpt2": 0.707521378993988,
"meta-llama/Llama-3.2-1B": 0.8595802783966064,
"microsoft/Phi-3-mini-4k-instruct": 0.7938909530639648,
"mistralai/tekken": 0.7075766921043396,
"tiktoken/gpt-4o": 0.8423854112625122,
"tokenmonster/englishcode-32000-consistent-v1": 0.8727322816848755
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 11,
"bigscience/bloom": 9,
"common-pile/comma-v0.1-1t": 22,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 7,
"google/byt5-small": 38,
"google/gemma-2-2b": 9,
"gpt2": 22,
"meta-llama/Llama-3.2-1B": 10,
"microsoft/Phi-3-mini-4k-instruct": 22,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 9,
"tokenmonster/englishcode-32000-consistent-v1": 38
}
|
||
تعداد ضلع هاي مثلث
|
[
"٢ أست",
"٤ أست",
"٥ أست",
"٣ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
313-1.8
|
313.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.8031985759735107,
"Qwen/Qwen3-8B": 0.892128586769104,
"bigscience/bloom": 0.8004581928253174,
"common-pile/comma-v0.1-1t": 0.9617600440979004,
"facebook/xglm-564M": 0.8935205936431885,
"google-bert/bert-base-multilingual-cased": 0.7868289351463318,
"google/byt5-small": 0.9786967039108276,
"google/gemma-2-2b": 0.8547429442405701,
"gpt2": 0.948453426361084,
"meta-llama/Llama-3.2-1B": 0.9027442932128906,
"microsoft/Phi-3-mini-4k-instruct": 0.9714023470878601,
"mistralai/tekken": 0.8339794278144836,
"tiktoken/gpt-4o": 0.8772667050361633,
"tokenmonster/englishcode-32000-consistent-v1": 0.9894542694091797
}
|
{
"CohereLabs/aya-expanse-8b": 0.6425295472145081,
"Qwen/Qwen3-8B": 0.7150777578353882,
"bigscience/bloom": 0.6388775706291199,
"common-pile/comma-v0.1-1t": 0.9129570126533508,
"facebook/xglm-564M": 0.43594038486480713,
"google-bert/bert-base-multilingual-cased": 0.2509075701236725,
"google/byt5-small": 0.8799675703048706,
"google/gemma-2-2b": 0.7390350103378296,
"gpt2": 0.8804266452789307,
"meta-llama/Llama-3.2-1B": 0.7523724436759949,
"microsoft/Phi-3-mini-4k-instruct": 0.914057195186615,
"mistralai/tekken": 0.6378301382064819,
"tiktoken/gpt-4o": 0.7522813081741333,
"tokenmonster/englishcode-32000-consistent-v1": 0.9190955758094788
}
|
{
"CohereLabs/aya-expanse-8b": 7,
"Qwen/Qwen3-8B": 8,
"bigscience/bloom": 6,
"common-pile/comma-v0.1-1t": 19,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 6,
"google/byt5-small": 33,
"google/gemma-2-2b": 6,
"gpt2": 19,
"meta-llama/Llama-3.2-1B": 7,
"microsoft/Phi-3-mini-4k-instruct": 19,
"mistralai/tekken": 8,
"tiktoken/gpt-4o": 6,
"tokenmonster/englishcode-32000-consistent-v1": 33
}
|
||
در جملة «من در أپل كار ميكنم»، «أپل» يك
|
[
"شخص أست",
"شيء أست",
"شركة أست",
"شهر أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
314-1.8
|
314.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.7444838881492615,
"Qwen/Qwen3-8B": 0.7903836965560913,
"bigscience/bloom": 0.608316957950592,
"common-pile/comma-v0.1-1t": 0.7971224188804626,
"facebook/xglm-564M": 0.6866948008537292,
"google-bert/bert-base-multilingual-cased": 0.6988698840141296,
"google/byt5-small": 0.9176809191703796,
"google/gemma-2-2b": 0.7119286060333252,
"gpt2": 0.6887182593345642,
"meta-llama/Llama-3.2-1B": 0.7351165413856506,
"microsoft/Phi-3-mini-4k-instruct": 0.8027338981628418,
"mistralai/tekken": 0.6303757429122925,
"tiktoken/gpt-4o": 0.6546081304550171,
"tokenmonster/englishcode-32000-consistent-v1": 0.9544248580932617
}
|
{
"CohereLabs/aya-expanse-8b": 0.7253504991531372,
"Qwen/Qwen3-8B": 0.7649711966514587,
"bigscience/bloom": 0.5836070775985718,
"common-pile/comma-v0.1-1t": 0.7560521364212036,
"facebook/xglm-564M": 0.6485126614570618,
"google-bert/bert-base-multilingual-cased": 0.6731242537498474,
"google/byt5-small": 0.8876525163650513,
"google/gemma-2-2b": 0.6872018575668335,
"gpt2": 0.6359650492668152,
"meta-llama/Llama-3.2-1B": 0.7104068994522095,
"microsoft/Phi-3-mini-4k-instruct": 0.7235602140426636,
"mistralai/tekken": 0.6017820239067078,
"tiktoken/gpt-4o": 0.6216724514961243,
"tokenmonster/englishcode-32000-consistent-v1": 0.9343697428703308
}
|
{
"CohereLabs/aya-expanse-8b": 20,
"Qwen/Qwen3-8B": 27,
"bigscience/bloom": 19,
"common-pile/comma-v0.1-1t": 44,
"facebook/xglm-564M": 18,
"google-bert/bert-base-multilingual-cased": 23,
"google/byt5-small": 76,
"google/gemma-2-2b": 19,
"gpt2": 46,
"meta-llama/Llama-3.2-1B": 22,
"microsoft/Phi-3-mini-4k-instruct": 40,
"mistralai/tekken": 19,
"tiktoken/gpt-4o": 20,
"tokenmonster/englishcode-32000-consistent-v1": 74
}
|
||
در جمله «من در إيران خودرو كار ميكنم»، «ايران خودرو» يك
|
[
"شركة أست",
"كشور أست",
"شيء أست",
"شهر أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
315-1.8
|
315.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.8182266354560852,
"Qwen/Qwen3-8B": 0.7764163613319397,
"bigscience/bloom": 0.8251627087593079,
"common-pile/comma-v0.1-1t": 0.8173076510429382,
"facebook/xglm-564M": 0.7995699048042297,
"google-bert/bert-base-multilingual-cased": 0.7754855155944824,
"google/byt5-small": 0.9117279052734375,
"google/gemma-2-2b": 0.8458969593048096,
"gpt2": 0.735253095626831,
"meta-llama/Llama-3.2-1B": 0.7780579924583435,
"microsoft/Phi-3-mini-4k-instruct": 0.816368579864502,
"mistralai/tekken": 0.8029835820198059,
"tiktoken/gpt-4o": 0.8172858953475952,
"tokenmonster/englishcode-32000-consistent-v1": 0.9557983875274658
}
|
{
"CohereLabs/aya-expanse-8b": 0.7135340571403503,
"Qwen/Qwen3-8B": 0.6934115290641785,
"bigscience/bloom": 0.7699562907218933,
"common-pile/comma-v0.1-1t": 0.7553732395172119,
"facebook/xglm-564M": 0.6746662855148315,
"google-bert/bert-base-multilingual-cased": 0.6644923686981201,
"google/byt5-small": 0.8420429229736328,
"google/gemma-2-2b": 0.7456216216087341,
"gpt2": 0.645555317401886,
"meta-llama/Llama-3.2-1B": 0.6616717576980591,
"microsoft/Phi-3-mini-4k-instruct": 0.6977351903915405,
"mistralai/tekken": 0.6982340812683105,
"tiktoken/gpt-4o": 0.7062851190567017,
"tokenmonster/englishcode-32000-consistent-v1": 0.9162116050720215
}
|
{
"CohereLabs/aya-expanse-8b": 19,
"Qwen/Qwen3-8B": 30,
"bigscience/bloom": 22,
"common-pile/comma-v0.1-1t": 55,
"facebook/xglm-564M": 18,
"google-bert/bert-base-multilingual-cased": 23,
"google/byt5-small": 103,
"google/gemma-2-2b": 18,
"gpt2": 57,
"meta-llama/Llama-3.2-1B": 20,
"microsoft/Phi-3-mini-4k-instruct": 55,
"mistralai/tekken": 19,
"tiktoken/gpt-4o": 19,
"tokenmonster/englishcode-32000-consistent-v1": 99
}
|
||
در جملة «مایکرؤسافت بهروزرساني جديدي منتشر كرد»، «مایکرؤسافت» يك
|
[
"شركة أست",
"شخص أست",
"صفة أست",
"تاريخ أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
316-1.8
|
316.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.8188329339027405,
"Qwen/Qwen3-8B": 0.8112851977348328,
"bigscience/bloom": 0.7771931886672974,
"common-pile/comma-v0.1-1t": 0.8627437353134155,
"facebook/xglm-564M": 0.5784339308738708,
"google-bert/bert-base-multilingual-cased": 0.6571676135063171,
"google/byt5-small": 0.9529362916946411,
"google/gemma-2-2b": 0.6895818114280701,
"gpt2": 0.8024688363075256,
"meta-llama/Llama-3.2-1B": 0.6668665409088135,
"microsoft/Phi-3-mini-4k-instruct": 0.7839097380638123,
"mistralai/tekken": 0.7614041566848755,
"tiktoken/gpt-4o": 0.6653690934181213,
"tokenmonster/englishcode-32000-consistent-v1": 0.9759461879730225
}
|
{
"CohereLabs/aya-expanse-8b": 0.8141353726387024,
"Qwen/Qwen3-8B": 0.7932175993919373,
"bigscience/bloom": 0.7683489322662354,
"common-pile/comma-v0.1-1t": 0.8429756164550781,
"facebook/xglm-564M": 0.5649890899658203,
"google-bert/bert-base-multilingual-cased": 0.6503663063049316,
"google/byt5-small": 0.9417665600776672,
"google/gemma-2-2b": 0.6720808148384094,
"gpt2": 0.7849999070167542,
"meta-llama/Llama-3.2-1B": 0.651267409324646,
"microsoft/Phi-3-mini-4k-instruct": 0.7434046864509583,
"mistralai/tekken": 0.7486193180084229,
"tiktoken/gpt-4o": 0.6467956304550171,
"tokenmonster/englishcode-32000-consistent-v1": 0.9699751138687134
}
|
{
"CohereLabs/aya-expanse-8b": 27,
"Qwen/Qwen3-8B": 36,
"bigscience/bloom": 27,
"common-pile/comma-v0.1-1t": 70,
"facebook/xglm-564M": 24,
"google-bert/bert-base-multilingual-cased": 32,
"google/byt5-small": 123,
"google/gemma-2-2b": 28,
"gpt2": 75,
"meta-llama/Llama-3.2-1B": 30,
"microsoft/Phi-3-mini-4k-instruct": 66,
"mistralai/tekken": 30,
"tiktoken/gpt-4o": 27,
"tokenmonster/englishcode-32000-consistent-v1": 121
}
|
||
در جملة «كربة روي فرش نشست»، فاعل
|
[
"نشست أست",
"فرش أست",
"كربة أست",
"روي أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
317-1.8
|
317.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.793464720249176,
"Qwen/Qwen3-8B": 0.8038818836212158,
"bigscience/bloom": 0.686839759349823,
"common-pile/comma-v0.1-1t": 0.9006166458129883,
"facebook/xglm-564M": 0.6938478350639343,
"google-bert/bert-base-multilingual-cased": 0.784166157245636,
"google/byt5-small": 0.9582151174545288,
"google/gemma-2-2b": 0.7390890717506409,
"gpt2": 0.8712243437767029,
"meta-llama/Llama-3.2-1B": 0.754327118396759,
"microsoft/Phi-3-mini-4k-instruct": 0.8783580660820007,
"mistralai/tekken": 0.7693476676940918,
"tiktoken/gpt-4o": 0.7534564137458801,
"tokenmonster/englishcode-32000-consistent-v1": 0.9802044034004211
}
|
{
"CohereLabs/aya-expanse-8b": 0.7762658596038818,
"Qwen/Qwen3-8B": 0.7761008739471436,
"bigscience/bloom": 0.658109188079834,
"common-pile/comma-v0.1-1t": 0.8798304796218872,
"facebook/xglm-564M": 0.3721729815006256,
"google-bert/bert-base-multilingual-cased": 0.27354198694229126,
"google/byt5-small": 0.936798095703125,
"google/gemma-2-2b": 0.7165502309799194,
"gpt2": 0.8522175550460815,
"meta-llama/Llama-3.2-1B": 0.7329543828964233,
"microsoft/Phi-3-mini-4k-instruct": 0.826790988445282,
"mistralai/tekken": 0.7357163429260254,
"tiktoken/gpt-4o": 0.7275130748748779,
"tokenmonster/englishcode-32000-consistent-v1": 0.9697032570838928
}
|
{
"CohereLabs/aya-expanse-8b": 16,
"Qwen/Qwen3-8B": 20,
"bigscience/bloom": 11,
"common-pile/comma-v0.1-1t": 35,
"facebook/xglm-564M": 12,
"google-bert/bert-base-multilingual-cased": 19,
"google/byt5-small": 60,
"google/gemma-2-2b": 14,
"gpt2": 36,
"meta-llama/Llama-3.2-1B": 17,
"microsoft/Phi-3-mini-4k-instruct": 33,
"mistralai/tekken": 14,
"tiktoken/gpt-4o": 15,
"tokenmonster/englishcode-32000-consistent-v1": 57
}
|
||
كازي كه انسانها براي زندة ماندن نياز دارند
|
[
"متان أست",
"اكسيزن أست",
"هليوم أست",
"هيدرؤزن أست"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
322-1.8
|
322.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.520940363407135,
"Qwen/Qwen3-8B": 0.7261737585067749,
"bigscience/bloom": 0.7194511890411377,
"common-pile/comma-v0.1-1t": 0.8738936185836792,
"facebook/xglm-564M": 0.5934418439865112,
"google-bert/bert-base-multilingual-cased": 0.44728580117225647,
"google/byt5-small": 0.9470051527023315,
"google/gemma-2-2b": 0.5172918438911438,
"gpt2": 0.858849287033081,
"meta-llama/Llama-3.2-1B": 0.519221305847168,
"microsoft/Phi-3-mini-4k-instruct": 0.8741021156311035,
"mistralai/tekken": 0.47521457076072693,
"tiktoken/gpt-4o": 0.5780425071716309,
"tokenmonster/englishcode-32000-consistent-v1": 0.9746531248092651
}
|
{
"CohereLabs/aya-expanse-8b": 0.4791787564754486,
"Qwen/Qwen3-8B": 0.6752890348434448,
"bigscience/bloom": 0.6089200377464294,
"common-pile/comma-v0.1-1t": 0.8303811550140381,
"facebook/xglm-564M": 0.5467455387115479,
"google-bert/bert-base-multilingual-cased": 0.40493080019950867,
"google/byt5-small": 0.9182853698730469,
"google/gemma-2-2b": 0.4774585962295532,
"gpt2": 0.7949081063270569,
"meta-llama/Llama-3.2-1B": 0.46264129877090454,
"microsoft/Phi-3-mini-4k-instruct": 0.7998579740524292,
"mistralai/tekken": 0.4263041615486145,
"tiktoken/gpt-4o": 0.5305150747299194,
"tokenmonster/englishcode-32000-consistent-v1": 0.959660530090332
}
|
{
"CohereLabs/aya-expanse-8b": 16,
"Qwen/Qwen3-8B": 24,
"bigscience/bloom": 16,
"common-pile/comma-v0.1-1t": 43,
"facebook/xglm-564M": 12,
"google-bert/bert-base-multilingual-cased": 17,
"google/byt5-small": 80,
"google/gemma-2-2b": 14,
"gpt2": 44,
"meta-llama/Llama-3.2-1B": 13,
"microsoft/Phi-3-mini-4k-instruct": 44,
"mistralai/tekken": 15,
"tiktoken/gpt-4o": 14,
"tokenmonster/englishcode-32000-consistent-v1": 80
}
|
||
حآصل ١٠ درصد ١٠٠
|
[
"١٠ أست",
"٥ أست",
"١٥ أست",
"٢٠ أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
323-1.8
|
323.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.33683398365974426,
"Qwen/Qwen3-8B": 0.3791761100292206,
"bigscience/bloom": 0.4926823079586029,
"common-pile/comma-v0.1-1t": 0.3855161666870117,
"facebook/xglm-564M": 0.37076568603515625,
"google-bert/bert-base-multilingual-cased": 0.29099157452583313,
"google/byt5-small": 0.5045178532600403,
"google/gemma-2-2b": 0.5265460014343262,
"gpt2": 0.3161863684654236,
"meta-llama/Llama-3.2-1B": 0.5323809385299683,
"microsoft/Phi-3-mini-4k-instruct": 0.40994390845298767,
"mistralai/tekken": 0.46811145544052124,
"tiktoken/gpt-4o": 0.58653324842453,
"tokenmonster/englishcode-32000-consistent-v1": 0.7240230441093445
}
|
{
"CohereLabs/aya-expanse-8b": 0.31156766414642334,
"Qwen/Qwen3-8B": 0.3791761100292206,
"bigscience/bloom": 0.4580974876880646,
"common-pile/comma-v0.1-1t": 0.37847939133644104,
"facebook/xglm-564M": 0.37076568603515625,
"google-bert/bert-base-multilingual-cased": 0.29099157452583313,
"google/byt5-small": 0.4236014783382416,
"google/gemma-2-2b": 0.47487354278564453,
"gpt2": 0.2318161576986313,
"meta-llama/Llama-3.2-1B": 0.48457276821136475,
"microsoft/Phi-3-mini-4k-instruct": 0.3710707128047943,
"mistralai/tekken": 0.42977002263069153,
"tiktoken/gpt-4o": 0.538263201713562,
"tokenmonster/englishcode-32000-consistent-v1": 0.6504787802696228
}
|
{
"CohereLabs/aya-expanse-8b": 16,
"Qwen/Qwen3-8B": 17,
"bigscience/bloom": 9,
"common-pile/comma-v0.1-1t": 24,
"facebook/xglm-564M": 8,
"google-bert/bert-base-multilingual-cased": 9,
"google/byt5-small": 29,
"google/gemma-2-2b": 9,
"gpt2": 23,
"meta-llama/Llama-3.2-1B": 11,
"microsoft/Phi-3-mini-4k-instruct": 22,
"mistralai/tekken": 11,
"tiktoken/gpt-4o": 11,
"tokenmonster/englishcode-32000-consistent-v1": 31
}
|
||
حآصل ٢٥ درصد ٨٠
|
[
"١٥ أست",
"٢٥ أست",
"٣٠ أست",
"٢٠ أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
324-1.8
|
324.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.446169376373291,
"Qwen/Qwen3-8B": 0.42989882826805115,
"bigscience/bloom": 0.5217299461364746,
"common-pile/comma-v0.1-1t": 0.4458842873573303,
"facebook/xglm-564M": 0.4071084260940552,
"google-bert/bert-base-multilingual-cased": 0.3296978771686554,
"google/byt5-small": 0.646905779838562,
"google/gemma-2-2b": 0.5785700082778931,
"gpt2": 0.4524402320384979,
"meta-llama/Llama-3.2-1B": 0.6034019589424133,
"microsoft/Phi-3-mini-4k-instruct": 0.542064905166626,
"mistralai/tekken": 0.5688498616218567,
"tiktoken/gpt-4o": 0.618423342704773,
"tokenmonster/englishcode-32000-consistent-v1": 0.7838827967643738
}
|
{
"CohereLabs/aya-expanse-8b": 0.4109513759613037,
"Qwen/Qwen3-8B": 0.42989882826805115,
"bigscience/bloom": 0.47027266025543213,
"common-pile/comma-v0.1-1t": 0.43266966938972473,
"facebook/xglm-564M": 0.4071084260940552,
"google-bert/bert-base-multilingual-cased": 0.3296978771686554,
"google/byt5-small": 0.5648965835571289,
"google/gemma-2-2b": 0.5123313069343567,
"gpt2": 0.3586233854293823,
"meta-llama/Llama-3.2-1B": 0.5376467704772949,
"microsoft/Phi-3-mini-4k-instruct": 0.5020685195922852,
"mistralai/tekken": 0.5132960081100464,
"tiktoken/gpt-4o": 0.564670741558075,
"tokenmonster/englishcode-32000-consistent-v1": 0.7149344086647034
}
|
{
"CohereLabs/aya-expanse-8b": 14,
"Qwen/Qwen3-8B": 15,
"bigscience/bloom": 9,
"common-pile/comma-v0.1-1t": 22,
"facebook/xglm-564M": 9,
"google-bert/bert-base-multilingual-cased": 7,
"google/byt5-small": 27,
"google/gemma-2-2b": 9,
"gpt2": 21,
"meta-llama/Llama-3.2-1B": 10,
"microsoft/Phi-3-mini-4k-instruct": 20,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 10,
"tokenmonster/englishcode-32000-consistent-v1": 29
}
|
||
بايتخت إنگلستان
|
[
"رم أست",
"باریس أست",
"مونیخ أست",
"لندن أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
326-1.8
|
326.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.3014611005783081,
"Qwen/Qwen3-8B": 0.6009497046470642,
"bigscience/bloom": 0.5850111246109009,
"common-pile/comma-v0.1-1t": 0.8348491191864014,
"facebook/xglm-564M": 0.10757855325937271,
"google-bert/bert-base-multilingual-cased": 0.3653910458087921,
"google/byt5-small": 0.9334542751312256,
"google/gemma-2-2b": 0.6736338138580322,
"gpt2": 0.8396175503730774,
"meta-llama/Llama-3.2-1B": 0.7055381536483765,
"microsoft/Phi-3-mini-4k-instruct": 0.8569519519805908,
"mistralai/tekken": 0.3455697298049927,
"tiktoken/gpt-4o": 0.6270520687103271,
"tokenmonster/englishcode-32000-consistent-v1": 0.974300742149353
}
|
{
"CohereLabs/aya-expanse-8b": 0.3014611005783081,
"Qwen/Qwen3-8B": 0.35545361042022705,
"bigscience/bloom": 0.44809889793395996,
"common-pile/comma-v0.1-1t": 0.663097083568573,
"facebook/xglm-564M": 0.10757855325937271,
"google-bert/bert-base-multilingual-cased": 0.3653910458087921,
"google/byt5-small": 0.832184910774231,
"google/gemma-2-2b": 0.4648211598396301,
"gpt2": 0.6444538831710815,
"meta-llama/Llama-3.2-1B": 0.5263188481330872,
"microsoft/Phi-3-mini-4k-instruct": 0.6842280030250549,
"mistralai/tekken": 0.3455697298049927,
"tiktoken/gpt-4o": 0.39420318603515625,
"tokenmonster/englishcode-32000-consistent-v1": 0.9313808679580688
}
|
{
"CohereLabs/aya-expanse-8b": 8,
"Qwen/Qwen3-8B": 9,
"bigscience/bloom": 7,
"common-pile/comma-v0.1-1t": 19,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 6,
"google/byt5-small": 32,
"google/gemma-2-2b": 8,
"gpt2": 19,
"meta-llama/Llama-3.2-1B": 8,
"microsoft/Phi-3-mini-4k-instruct": 17,
"mistralai/tekken": 8,
"tiktoken/gpt-4o": 8,
"tokenmonster/englishcode-32000-consistent-v1": 34
}
|
||
بايتخت فرانسة
|
[
"لندن أست",
"برلين أست",
"رم أست",
"باريس أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
327-1.8
|
327.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.3615090548992157,
"Qwen/Qwen3-8B": 0.6414763331413269,
"bigscience/bloom": 0.353215754032135,
"common-pile/comma-v0.1-1t": 0.7839598655700684,
"facebook/xglm-564M": 0.09342362731695175,
"google-bert/bert-base-multilingual-cased": 0.4158725142478943,
"google/byt5-small": 0.9058737754821777,
"google/gemma-2-2b": 0.4241379201412201,
"gpt2": 0.7718888521194458,
"meta-llama/Llama-3.2-1B": 0.49082231521606445,
"microsoft/Phi-3-mini-4k-instruct": 0.7368060946464539,
"mistralai/tekken": 0.35818150639533997,
"tiktoken/gpt-4o": 0.5332431197166443,
"tokenmonster/englishcode-32000-consistent-v1": 0.958831787109375
}
|
{
"CohereLabs/aya-expanse-8b": 0.3615090548992157,
"Qwen/Qwen3-8B": 0.6414763331413269,
"bigscience/bloom": 0.353215754032135,
"common-pile/comma-v0.1-1t": 0.7839598655700684,
"facebook/xglm-564M": 0.09342362731695175,
"google-bert/bert-base-multilingual-cased": 0.4158725142478943,
"google/byt5-small": 0.9058737754821777,
"google/gemma-2-2b": 0.4241379201412201,
"gpt2": 0.7718888521194458,
"meta-llama/Llama-3.2-1B": 0.49082231521606445,
"microsoft/Phi-3-mini-4k-instruct": 0.7341517210006714,
"mistralai/tekken": 0.35818150639533997,
"tiktoken/gpt-4o": 0.5332431197166443,
"tokenmonster/englishcode-32000-consistent-v1": 0.958831787109375
}
|
{
"CohereLabs/aya-expanse-8b": 5,
"Qwen/Qwen3-8B": 6,
"bigscience/bloom": 6,
"common-pile/comma-v0.1-1t": 14,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 5,
"google/byt5-small": 25,
"google/gemma-2-2b": 5,
"gpt2": 14,
"meta-llama/Llama-3.2-1B": 5,
"microsoft/Phi-3-mini-4k-instruct": 14,
"mistralai/tekken": 5,
"tiktoken/gpt-4o": 5,
"tokenmonster/englishcode-32000-consistent-v1": 25
}
|
||
بايتخت زابن
|
[
"كيوتؤ است",
"تؤكيو است",
"اوزاكا است",
"هيرؤشيما است"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
328-1.8
|
328.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.3854385018348694,
"Qwen/Qwen3-8B": 0.36436957120895386,
"bigscience/bloom": 0.30315065383911133,
"common-pile/comma-v0.1-1t": 0.47771313786506653,
"facebook/xglm-564M": 0.07259400188922882,
"google-bert/bert-base-multilingual-cased": 0.3858675956726074,
"google/byt5-small": 0.7396368384361267,
"google/gemma-2-2b": 0.40920618176460266,
"gpt2": 0.4427260160446167,
"meta-llama/Llama-3.2-1B": 0.5647041201591492,
"microsoft/Phi-3-mini-4k-instruct": 0.44194406270980835,
"mistralai/tekken": 0.35806939005851746,
"tiktoken/gpt-4o": 0.45965155959129333,
"tokenmonster/englishcode-32000-consistent-v1": 0.8834574818611145
}
|
{
"CohereLabs/aya-expanse-8b": 0.3854385018348694,
"Qwen/Qwen3-8B": 0.272737056016922,
"bigscience/bloom": 0.30315065383911133,
"common-pile/comma-v0.1-1t": 0.4762258529663086,
"facebook/xglm-564M": 0.07259400188922882,
"google-bert/bert-base-multilingual-cased": 0.3858675956726074,
"google/byt5-small": 0.7263252139091492,
"google/gemma-2-2b": 0.40920618176460266,
"gpt2": 0.42410707473754883,
"meta-llama/Llama-3.2-1B": 0.4512927532196045,
"microsoft/Phi-3-mini-4k-instruct": 0.44014400243759155,
"mistralai/tekken": 0.35806939005851746,
"tiktoken/gpt-4o": 0.3652680218219757,
"tokenmonster/englishcode-32000-consistent-v1": 0.8741927742958069
}
|
{
"CohereLabs/aya-expanse-8b": 5,
"Qwen/Qwen3-8B": 6,
"bigscience/bloom": 5,
"common-pile/comma-v0.1-1t": 12,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 6,
"google/byt5-small": 21,
"google/gemma-2-2b": 5,
"gpt2": 12,
"meta-llama/Llama-3.2-1B": 6,
"microsoft/Phi-3-mini-4k-instruct": 12,
"mistralai/tekken": 5,
"tiktoken/gpt-4o": 6,
"tokenmonster/englishcode-32000-consistent-v1": 21
}
|
||
بايتخت تركية
|
[
"آنكارا است",
"تهرآن است",
"إزمير است",
"بؤرسا است"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
329-1.8
|
329.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.38611793518066406,
"Qwen/Qwen3-8B": 0.2949393093585968,
"bigscience/bloom": 0.41932031512260437,
"common-pile/comma-v0.1-1t": 0.5862061977386475,
"facebook/xglm-564M": 0.026707183569669724,
"google-bert/bert-base-multilingual-cased": 0.41157376766204834,
"google/byt5-small": 0.8151962161064148,
"google/gemma-2-2b": 0.43020644783973694,
"gpt2": 0.5565384030342102,
"meta-llama/Llama-3.2-1B": 0.4171692132949829,
"microsoft/Phi-3-mini-4k-instruct": 0.5956030488014221,
"mistralai/tekken": 0.41076067090034485,
"tiktoken/gpt-4o": 0.37009212374687195,
"tokenmonster/englishcode-32000-consistent-v1": 0.9066110849380493
}
|
{
"CohereLabs/aya-expanse-8b": 0.38611793518066406,
"Qwen/Qwen3-8B": 0.2949393093585968,
"bigscience/bloom": 0.41932031512260437,
"common-pile/comma-v0.1-1t": 0.5862061977386475,
"facebook/xglm-564M": 0.026707183569669724,
"google-bert/bert-base-multilingual-cased": 0.41157376766204834,
"google/byt5-small": 0.8151962161064148,
"google/gemma-2-2b": 0.43020644783973694,
"gpt2": 0.5565384030342102,
"meta-llama/Llama-3.2-1B": 0.4171692132949829,
"microsoft/Phi-3-mini-4k-instruct": 0.5862098932266235,
"mistralai/tekken": 0.41076067090034485,
"tiktoken/gpt-4o": 0.37009212374687195,
"tokenmonster/englishcode-32000-consistent-v1": 0.9066110849380493
}
|
{
"CohereLabs/aya-expanse-8b": 5,
"Qwen/Qwen3-8B": 5,
"bigscience/bloom": 5,
"common-pile/comma-v0.1-1t": 13,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 5,
"google/byt5-small": 23,
"google/gemma-2-2b": 5,
"gpt2": 14,
"meta-llama/Llama-3.2-1B": 5,
"microsoft/Phi-3-mini-4k-instruct": 13,
"mistralai/tekken": 5,
"tiktoken/gpt-4o": 5,
"tokenmonster/englishcode-32000-consistent-v1": 23
}
|
||
فرمؤل شيميايي آب
|
[
"CO2 أست",
"H2O أست",
"NaCl أست",
"O2 أست"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
330-1.8
|
330.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.35282501578330994,
"Qwen/Qwen3-8B": 0.5707803964614868,
"bigscience/bloom": 0.5778863430023193,
"common-pile/comma-v0.1-1t": 0.5395941138267517,
"facebook/xglm-564M": 0.5777026414871216,
"google-bert/bert-base-multilingual-cased": 0.4338226318359375,
"google/byt5-small": 0.6814386248588562,
"google/gemma-2-2b": 0.4617951810359955,
"gpt2": 0.4085679054260254,
"meta-llama/Llama-3.2-1B": 0.472483366727829,
"microsoft/Phi-3-mini-4k-instruct": 0.5341000556945801,
"mistralai/tekken": 0.2942909598350525,
"tiktoken/gpt-4o": 0.5165891647338867,
"tokenmonster/englishcode-32000-consistent-v1": 0.8504958748817444
}
|
{
"CohereLabs/aya-expanse-8b": 0.031122606247663498,
"Qwen/Qwen3-8B": 0.41140416264533997,
"bigscience/bloom": 0.4391555190086365,
"common-pile/comma-v0.1-1t": 0.3569786548614502,
"facebook/xglm-564M": 0.21678659319877625,
"google-bert/bert-base-multilingual-cased": 0.05401046201586723,
"google/byt5-small": 0.43643152713775635,
"google/gemma-2-2b": 0.20957022905349731,
"gpt2": 0.2162339687347412,
"meta-llama/Llama-3.2-1B": 0.211885005235672,
"microsoft/Phi-3-mini-4k-instruct": 0.33652809262275696,
"mistralai/tekken": 0.07212147861719131,
"tiktoken/gpt-4o": 0.3166434168815613,
"tokenmonster/englishcode-32000-consistent-v1": 0.44731029868125916
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 10,
"bigscience/bloom": 8,
"common-pile/comma-v0.1-1t": 17,
"facebook/xglm-564M": 6,
"google-bert/bert-base-multilingual-cased": 10,
"google/byt5-small": 30,
"google/gemma-2-2b": 8,
"gpt2": 18,
"meta-llama/Llama-3.2-1B": 8,
"microsoft/Phi-3-mini-4k-instruct": 18,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 9,
"tokenmonster/englishcode-32000-consistent-v1": 34
}
|
||
قصد این جملة «مغازة ساعت جند تعطیل مي شود؟»
|
[
"خريد كردن است",
"ؤقت ملاقات كرفتن است",
"سؤال برسیدن است",
"ثبت شكايت است"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
331-1.8
|
331.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.7085708379745483,
"Qwen/Qwen3-8B": 0.8308690786361694,
"bigscience/bloom": 0.849034309387207,
"common-pile/comma-v0.1-1t": 0.8875729441642761,
"facebook/xglm-564M": 0.733646035194397,
"google-bert/bert-base-multilingual-cased": 0.7768745422363281,
"google/byt5-small": 0.9591892957687378,
"google/gemma-2-2b": 0.7177684903144836,
"gpt2": 0.8595409989356995,
"meta-llama/Llama-3.2-1B": 0.7596624493598938,
"microsoft/Phi-3-mini-4k-instruct": 0.9179835319519043,
"mistralai/tekken": 0.7258382439613342,
"tiktoken/gpt-4o": 0.7260968685150146,
"tokenmonster/englishcode-32000-consistent-v1": 0.9791995286941528
}
|
{
"CohereLabs/aya-expanse-8b": 0.5208871960639954,
"Qwen/Qwen3-8B": 0.7278866171836853,
"bigscience/bloom": 0.687925398349762,
"common-pile/comma-v0.1-1t": 0.7877229452133179,
"facebook/xglm-564M": 0.5907641649246216,
"google-bert/bert-base-multilingual-cased": 0.6721996665000916,
"google/byt5-small": 0.901434063911438,
"google/gemma-2-2b": 0.5399317741394043,
"gpt2": 0.7228885293006897,
"meta-llama/Llama-3.2-1B": 0.6254799962043762,
"microsoft/Phi-3-mini-4k-instruct": 0.8221088647842407,
"mistralai/tekken": 0.5782574415206909,
"tiktoken/gpt-4o": 0.5512853264808655,
"tokenmonster/englishcode-32000-consistent-v1": 0.9476749897003174
}
|
{
"CohereLabs/aya-expanse-8b": 20,
"Qwen/Qwen3-8B": 25,
"bigscience/bloom": 18,
"common-pile/comma-v0.1-1t": 46,
"facebook/xglm-564M": 16,
"google-bert/bert-base-multilingual-cased": 22,
"google/byt5-small": 79,
"google/gemma-2-2b": 19,
"gpt2": 49,
"meta-llama/Llama-3.2-1B": 20,
"microsoft/Phi-3-mini-4k-instruct": 45,
"mistralai/tekken": 17,
"tiktoken/gpt-4o": 19,
"tokenmonster/englishcode-32000-consistent-v1": 76
}
|
||
بزركترين بستاندار جهان
|
[
"نهنگ آبي أست",
"شیر أست",
"ببر أست",
"خرس أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
332-1.8
|
332.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.736953616142273,
"Qwen/Qwen3-8B": 0.6341540217399597,
"bigscience/bloom": 0.6172107458114624,
"common-pile/comma-v0.1-1t": 0.8417136669158936,
"facebook/xglm-564M": 0.6534975171089172,
"google-bert/bert-base-multilingual-cased": 0.3668501079082489,
"google/byt5-small": 0.9659927487373352,
"google/gemma-2-2b": 0.7013070583343506,
"gpt2": 0.8660621643066406,
"meta-llama/Llama-3.2-1B": 0.7313921451568604,
"microsoft/Phi-3-mini-4k-instruct": 0.8395160436630249,
"mistralai/tekken": 0.509141743183136,
"tiktoken/gpt-4o": 0.6651995778083801,
"tokenmonster/englishcode-32000-consistent-v1": 0.9871440529823303
}
|
{
"CohereLabs/aya-expanse-8b": 0.2849736213684082,
"Qwen/Qwen3-8B": 0.09090299904346466,
"bigscience/bloom": 0.16347645223140717,
"common-pile/comma-v0.1-1t": 0.3585289418697357,
"facebook/xglm-564M": 0.19435618817806244,
"google-bert/bert-base-multilingual-cased": 0.0788620114326477,
"google/byt5-small": 0.6555346250534058,
"google/gemma-2-2b": 0.27719324827194214,
"gpt2": 0.31782597303390503,
"meta-llama/Llama-3.2-1B": 0.18788667023181915,
"microsoft/Phi-3-mini-4k-instruct": 0.3776499629020691,
"mistralai/tekken": 0.17417967319488525,
"tiktoken/gpt-4o": 0.2520022988319397,
"tokenmonster/englishcode-32000-consistent-v1": 0.8244543075561523
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 11,
"bigscience/bloom": 9,
"common-pile/comma-v0.1-1t": 23,
"facebook/xglm-564M": 7,
"google-bert/bert-base-multilingual-cased": 9,
"google/byt5-small": 42,
"google/gemma-2-2b": 9,
"gpt2": 24,
"meta-llama/Llama-3.2-1B": 9,
"microsoft/Phi-3-mini-4k-instruct": 23,
"mistralai/tekken": 8,
"tiktoken/gpt-4o": 9,
"tokenmonster/englishcode-32000-consistent-v1": 42
}
|
||
واحد أندازة كيري دما در سيستم بينالمللي
|
[
"سلسیوس أست",
"متر أست",
"رانكين أست",
"كلوين أست"
] | 3 |
D
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
333-1.8
|
333.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.6080777645111084,
"Qwen/Qwen3-8B": 0.6205298900604248,
"bigscience/bloom": 0.6486294865608215,
"common-pile/comma-v0.1-1t": 0.6734275817871094,
"facebook/xglm-564M": 0.5338000655174255,
"google-bert/bert-base-multilingual-cased": 0.3723618984222412,
"google/byt5-small": 0.8564192056655884,
"google/gemma-2-2b": 0.6159931421279907,
"gpt2": 0.5610381364822388,
"meta-llama/Llama-3.2-1B": 0.6328579187393188,
"microsoft/Phi-3-mini-4k-instruct": 0.6538561582565308,
"mistralai/tekken": 0.5920113325119019,
"tiktoken/gpt-4o": 0.6516104936599731,
"tokenmonster/englishcode-32000-consistent-v1": 0.9292826652526855
}
|
{
"CohereLabs/aya-expanse-8b": 0.5135582685470581,
"Qwen/Qwen3-8B": 0.5740920305252075,
"bigscience/bloom": 0.6292389035224915,
"common-pile/comma-v0.1-1t": 0.6576342582702637,
"facebook/xglm-564M": 0.44571390748023987,
"google-bert/bert-base-multilingual-cased": 0.2973064184188843,
"google/byt5-small": 0.8123969435691833,
"google/gemma-2-2b": 0.5328652262687683,
"gpt2": 0.5339908003807068,
"meta-llama/Llama-3.2-1B": 0.4829612970352173,
"microsoft/Phi-3-mini-4k-instruct": 0.6016508340835571,
"mistralai/tekken": 0.4878505766391754,
"tiktoken/gpt-4o": 0.5776777267456055,
"tokenmonster/englishcode-32000-consistent-v1": 0.8945350646972656
}
|
{
"CohereLabs/aya-expanse-8b": 16,
"Qwen/Qwen3-8B": 18,
"bigscience/bloom": 14,
"common-pile/comma-v0.1-1t": 40,
"facebook/xglm-564M": 11,
"google-bert/bert-base-multilingual-cased": 16,
"google/byt5-small": 75,
"google/gemma-2-2b": 17,
"gpt2": 40,
"meta-llama/Llama-3.2-1B": 17,
"microsoft/Phi-3-mini-4k-instruct": 40,
"mistralai/tekken": 14,
"tiktoken/gpt-4o": 18,
"tokenmonster/englishcode-32000-consistent-v1": 77
}
|
||
نآسآ آزانس فضايي
|
[
"روسية أست",
"آمريكا أست",
"جین أست",
"زابن أست"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
334-1.8
|
334.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5066731572151184,
"Qwen/Qwen3-8B": 0.47736600041389465,
"bigscience/bloom": 0.6291733980178833,
"common-pile/comma-v0.1-1t": 0.6831310987472534,
"facebook/xglm-564M": 0.17413963377475739,
"google-bert/bert-base-multilingual-cased": 0.4535764753818512,
"google/byt5-small": 0.8444706201553345,
"google/gemma-2-2b": 0.5274854302406311,
"gpt2": 0.6423499584197998,
"meta-llama/Llama-3.2-1B": 0.557058572769165,
"microsoft/Phi-3-mini-4k-instruct": 0.7107868790626526,
"mistralai/tekken": 0.5678104162216187,
"tiktoken/gpt-4o": 0.5264608263969421,
"tokenmonster/englishcode-32000-consistent-v1": 0.9358372688293457
}
|
{
"CohereLabs/aya-expanse-8b": 0.4148640036582947,
"Qwen/Qwen3-8B": 0.47736600041389465,
"bigscience/bloom": 0.5674934983253479,
"common-pile/comma-v0.1-1t": 0.6672454476356506,
"facebook/xglm-564M": 0.17413963377475739,
"google-bert/bert-base-multilingual-cased": 0.39321133494377136,
"google/byt5-small": 0.8086704015731812,
"google/gemma-2-2b": 0.5274854302406311,
"gpt2": 0.6145995855331421,
"meta-llama/Llama-3.2-1B": 0.4891335070133209,
"microsoft/Phi-3-mini-4k-instruct": 0.6751474142074585,
"mistralai/tekken": 0.5084365010261536,
"tiktoken/gpt-4o": 0.5264608263969421,
"tokenmonster/englishcode-32000-consistent-v1": 0.9155184626579285
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 11,
"bigscience/bloom": 8,
"common-pile/comma-v0.1-1t": 20,
"facebook/xglm-564M": 8,
"google-bert/bert-base-multilingual-cased": 11,
"google/byt5-small": 30,
"google/gemma-2-2b": 9,
"gpt2": 20,
"meta-llama/Llama-3.2-1B": 9,
"microsoft/Phi-3-mini-4k-instruct": 17,
"mistralai/tekken": 9,
"tiktoken/gpt-4o": 8,
"tokenmonster/englishcode-32000-consistent-v1": 36
}
|
||
در برزيل به زبان
|
[
"اسبانيايي صحبت مي شود",
"فرانسوي صحبت مي شود",
"برتغالي صحبت مي شود",
"ايتاليايي صحبت مي شود"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
335-1.8
|
335.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.8057966232299805,
"Qwen/Qwen3-8B": 0.89760822057724,
"bigscience/bloom": 0.8208761215209961,
"common-pile/comma-v0.1-1t": 0.9658657312393188,
"facebook/xglm-564M": 0.9418757557868958,
"google-bert/bert-base-multilingual-cased": 0.9406302571296692,
"google/byt5-small": 0.9765336513519287,
"google/gemma-2-2b": 0.83930903673172,
"gpt2": 0.9503175020217896,
"meta-llama/Llama-3.2-1B": 0.9306255578994751,
"microsoft/Phi-3-mini-4k-instruct": 0.9718276858329773,
"mistralai/tekken": 0.922644853591919,
"tiktoken/gpt-4o": 0.820559561252594,
"tokenmonster/englishcode-32000-consistent-v1": 0.9901232719421387
}
|
{
"CohereLabs/aya-expanse-8b": 0.2897205948829651,
"Qwen/Qwen3-8B": 0.35931068658828735,
"bigscience/bloom": 0.1871362179517746,
"common-pile/comma-v0.1-1t": 0.31478801369667053,
"facebook/xglm-564M": 0.5970470309257507,
"google-bert/bert-base-multilingual-cased": 0.5956370830535889,
"google/byt5-small": 0.09985516220331192,
"google/gemma-2-2b": 0.18421532213687897,
"gpt2": 0.24779364466667175,
"meta-llama/Llama-3.2-1B": 0.4974336326122284,
"microsoft/Phi-3-mini-4k-instruct": 0.3248574733734131,
"mistralai/tekken": 0.4565863013267517,
"tiktoken/gpt-4o": 0.2157798558473587,
"tokenmonster/englishcode-32000-consistent-v1": 0.20387987792491913
}
|
{
"CohereLabs/aya-expanse-8b": 5,
"Qwen/Qwen3-8B": 7,
"bigscience/bloom": 5,
"common-pile/comma-v0.1-1t": 17,
"facebook/xglm-564M": 5,
"google-bert/bert-base-multilingual-cased": 6,
"google/byt5-small": 29,
"google/gemma-2-2b": 5,
"gpt2": 17,
"meta-llama/Llama-3.2-1B": 6,
"microsoft/Phi-3-mini-4k-instruct": 17,
"mistralai/tekken": 6,
"tiktoken/gpt-4o": 5,
"tokenmonster/englishcode-32000-consistent-v1": 29
}
|
||
نماد شيميايي 'Fe' نماد فلز
|
[
"سرب أست",
"زينك أست",
"آهن أست",
"طلا أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
336-1.8
|
336.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.713946521282196,
"Qwen/Qwen3-8B": 0.8106226325035095,
"bigscience/bloom": 0.8706327676773071,
"common-pile/comma-v0.1-1t": 0.770218551158905,
"facebook/xglm-564M": 0.9220137596130371,
"google-bert/bert-base-multilingual-cased": 0.7992826104164124,
"google/byt5-small": 0.8104042410850525,
"google/gemma-2-2b": 0.8397536277770996,
"gpt2": 0.6733366250991821,
"meta-llama/Llama-3.2-1B": 0.8912728428840637,
"microsoft/Phi-3-mini-4k-instruct": 0.7080990076065063,
"mistralai/tekken": 0.7606829404830933,
"tiktoken/gpt-4o": 0.8848313093185425,
"tokenmonster/englishcode-32000-consistent-v1": 0.8988708257675171
}
|
{
"CohereLabs/aya-expanse-8b": 0.03332299739122391,
"Qwen/Qwen3-8B": 0.42285022139549255,
"bigscience/bloom": 0.4277041554450989,
"common-pile/comma-v0.1-1t": 0.3737589120864868,
"facebook/xglm-564M": 0.23149660229682922,
"google-bert/bert-base-multilingual-cased": 0.03773254156112671,
"google/byt5-small": 0.2308003455400467,
"google/gemma-2-2b": 0.15304617583751678,
"gpt2": 0.23160329461097717,
"meta-llama/Llama-3.2-1B": 0.28355151414871216,
"microsoft/Phi-3-mini-4k-instruct": 0.3401850759983063,
"mistralai/tekken": 0.10473804175853729,
"tiktoken/gpt-4o": 0.3019251227378845,
"tokenmonster/englishcode-32000-consistent-v1": 0.3853703737258911
}
|
{
"CohereLabs/aya-expanse-8b": 13,
"Qwen/Qwen3-8B": 16,
"bigscience/bloom": 13,
"common-pile/comma-v0.1-1t": 25,
"facebook/xglm-564M": 11,
"google-bert/bert-base-multilingual-cased": 14,
"google/byt5-small": 44,
"google/gemma-2-2b": 13,
"gpt2": 25,
"meta-llama/Llama-3.2-1B": 12,
"microsoft/Phi-3-mini-4k-instruct": 25,
"mistralai/tekken": 14,
"tiktoken/gpt-4o": 13,
"tokenmonster/englishcode-32000-consistent-v1": 42
}
|
||
عضوي كه در بدن إنسان خون را بمب ميكند
|
[
"كبد أست",
"قلب أست",
"شش أست",
"كلية أست"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
337-1.8
|
337.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.4743887484073639,
"Qwen/Qwen3-8B": 0.6403959393501282,
"bigscience/bloom": 0.555949330329895,
"common-pile/comma-v0.1-1t": 0.722271740436554,
"facebook/xglm-564M": 0.6651716232299805,
"google-bert/bert-base-multilingual-cased": 0.5050615668296814,
"google/byt5-small": 0.9256778955459595,
"google/gemma-2-2b": 0.5789673328399658,
"gpt2": 0.759859561920166,
"meta-llama/Llama-3.2-1B": 0.5959611535072327,
"microsoft/Phi-3-mini-4k-instruct": 0.8054900169372559,
"mistralai/tekken": 0.5130072832107544,
"tiktoken/gpt-4o": 0.5048534274101257,
"tokenmonster/englishcode-32000-consistent-v1": 0.9713306427001953
}
|
{
"CohereLabs/aya-expanse-8b": 0.4465806484222412,
"Qwen/Qwen3-8B": 0.6403959393501282,
"bigscience/bloom": 0.5399971008300781,
"common-pile/comma-v0.1-1t": 0.6731384992599487,
"facebook/xglm-564M": 0.6287187933921814,
"google-bert/bert-base-multilingual-cased": 0.47556787729263306,
"google/byt5-small": 0.8936409950256348,
"google/gemma-2-2b": 0.5571879148483276,
"gpt2": 0.7017217874526978,
"meta-llama/Llama-3.2-1B": 0.4865420460700989,
"microsoft/Phi-3-mini-4k-instruct": 0.7375527620315552,
"mistralai/tekken": 0.47993946075439453,
"tiktoken/gpt-4o": 0.4672245383262634,
"tokenmonster/englishcode-32000-consistent-v1": 0.9587136507034302
}
|
{
"CohereLabs/aya-expanse-8b": 17,
"Qwen/Qwen3-8B": 21,
"bigscience/bloom": 15,
"common-pile/comma-v0.1-1t": 39,
"facebook/xglm-564M": 11,
"google-bert/bert-base-multilingual-cased": 16,
"google/byt5-small": 69,
"google/gemma-2-2b": 15,
"gpt2": 40,
"meta-llama/Llama-3.2-1B": 16,
"microsoft/Phi-3-mini-4k-instruct": 39,
"mistralai/tekken": 15,
"tiktoken/gpt-4o": 15,
"tokenmonster/englishcode-32000-consistent-v1": 71
}
|
||
نزديك ترين سيارة به خؤرشيد در منظومة شمسي، سيارة ي
|
[
"عطارد أست",
"زهرة أست",
"مريخ أست",
"زمين أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
338-1.8
|
338.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.516585648059845,
"Qwen/Qwen3-8B": 0.38544023036956787,
"bigscience/bloom": 0.41145268082618713,
"common-pile/comma-v0.1-1t": 0.648360550403595,
"facebook/xglm-564M": 0.4679628014564514,
"google-bert/bert-base-multilingual-cased": 0.47151100635528564,
"google/byt5-small": 0.8416489362716675,
"google/gemma-2-2b": 0.5681294798851013,
"gpt2": 0.5066065788269043,
"meta-llama/Llama-3.2-1B": 0.5700567960739136,
"microsoft/Phi-3-mini-4k-instruct": 0.596889078617096,
"mistralai/tekken": 0.4199821949005127,
"tiktoken/gpt-4o": 0.43629178404808044,
"tokenmonster/englishcode-32000-consistent-v1": 0.9343857765197754
}
|
{
"CohereLabs/aya-expanse-8b": 0.46019238233566284,
"Qwen/Qwen3-8B": 0.3777330219745636,
"bigscience/bloom": 0.3696308135986328,
"common-pile/comma-v0.1-1t": 0.6191983819007874,
"facebook/xglm-564M": 0.4679628014564514,
"google-bert/bert-base-multilingual-cased": 0.47151100635528564,
"google/byt5-small": 0.818565845489502,
"google/gemma-2-2b": 0.4959080219268799,
"gpt2": 0.4671626389026642,
"meta-llama/Llama-3.2-1B": 0.5700567960739136,
"microsoft/Phi-3-mini-4k-instruct": 0.5583317279815674,
"mistralai/tekken": 0.4199821949005127,
"tiktoken/gpt-4o": 0.43629178404808044,
"tokenmonster/englishcode-32000-consistent-v1": 0.9243979454040527
}
|
{
"CohereLabs/aya-expanse-8b": 22,
"Qwen/Qwen3-8B": 23,
"bigscience/bloom": 17,
"common-pile/comma-v0.1-1t": 54,
"facebook/xglm-564M": 19,
"google-bert/bert-base-multilingual-cased": 22,
"google/byt5-small": 91,
"google/gemma-2-2b": 19,
"gpt2": 55,
"meta-llama/Llama-3.2-1B": 22,
"microsoft/Phi-3-mini-4k-instruct": 52,
"mistralai/tekken": 19,
"tiktoken/gpt-4o": 19,
"tokenmonster/englishcode-32000-consistent-v1": 93
}
|
||
بزركترين سيارة ي منظومة شمسي
|
[
"مشتري أست",
"زمين أست",
"زحل أست",
"مريخ أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
339-1.8
|
339.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5429413318634033,
"Qwen/Qwen3-8B": 0.3574177622795105,
"bigscience/bloom": 0.2554228901863098,
"common-pile/comma-v0.1-1t": 0.6317381262779236,
"facebook/xglm-564M": 0.5063915848731995,
"google-bert/bert-base-multilingual-cased": 0.42448484897613525,
"google/byt5-small": 0.8367950916290283,
"google/gemma-2-2b": 0.5375438928604126,
"gpt2": 0.5164086222648621,
"meta-llama/Llama-3.2-1B": 0.6612614393234253,
"microsoft/Phi-3-mini-4k-instruct": 0.6244955062866211,
"mistralai/tekken": 0.4064922034740448,
"tiktoken/gpt-4o": 0.5161608457565308,
"tokenmonster/englishcode-32000-consistent-v1": 0.928958535194397
}
|
{
"CohereLabs/aya-expanse-8b": 0.39765772223472595,
"Qwen/Qwen3-8B": 0.3029288053512573,
"bigscience/bloom": 0.2554228901863098,
"common-pile/comma-v0.1-1t": 0.5450234413146973,
"facebook/xglm-564M": 0.5063915848731995,
"google-bert/bert-base-multilingual-cased": 0.42448484897613525,
"google/byt5-small": 0.7960244417190552,
"google/gemma-2-2b": 0.4607977271080017,
"gpt2": 0.42330673336982727,
"meta-llama/Llama-3.2-1B": 0.5817360877990723,
"microsoft/Phi-3-mini-4k-instruct": 0.5676193237304688,
"mistralai/tekken": 0.4064922034740448,
"tiktoken/gpt-4o": 0.42859846353530884,
"tokenmonster/englishcode-32000-consistent-v1": 0.9030202627182007
}
|
{
"CohereLabs/aya-expanse-8b": 13,
"Qwen/Qwen3-8B": 14,
"bigscience/bloom": 9,
"common-pile/comma-v0.1-1t": 29,
"facebook/xglm-564M": 11,
"google-bert/bert-base-multilingual-cased": 14,
"google/byt5-small": 52,
"google/gemma-2-2b": 11,
"gpt2": 30,
"meta-llama/Llama-3.2-1B": 13,
"microsoft/Phi-3-mini-4k-instruct": 29,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 11,
"tokenmonster/englishcode-32000-consistent-v1": 52
}
|
||
فرآيندي كه به كياهان إجازة ميدهد با استفادة از نور خورشيد غذاي خود را توليد كنند، فرآيند
|
[
"فتؤسنتز أست",
"تنفس أست",
"هضم أست",
"تخمير أست"
] | 0 |
A
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
340-1.8
|
340.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5424666404724121,
"Qwen/Qwen3-8B": 0.7015901207923889,
"bigscience/bloom": 0.6594173312187195,
"common-pile/comma-v0.1-1t": 0.7625648975372314,
"facebook/xglm-564M": 0.5060436725616455,
"google-bert/bert-base-multilingual-cased": 0.5330275893211365,
"google/byt5-small": 0.9207332134246826,
"google/gemma-2-2b": 0.7046039700508118,
"gpt2": 0.6522425413131714,
"meta-llama/Llama-3.2-1B": 0.5411203503608704,
"microsoft/Phi-3-mini-4k-instruct": 0.7394740581512451,
"mistralai/tekken": 0.5270916819572449,
"tiktoken/gpt-4o": 0.5508577823638916,
"tokenmonster/englishcode-32000-consistent-v1": 0.9687985777854919
}
|
{
"CohereLabs/aya-expanse-8b": 0.47336483001708984,
"Qwen/Qwen3-8B": 0.6651310324668884,
"bigscience/bloom": 0.6130439639091492,
"common-pile/comma-v0.1-1t": 0.7302843332290649,
"facebook/xglm-564M": 0.5060436725616455,
"google-bert/bert-base-multilingual-cased": 0.41811996698379517,
"google/byt5-small": 0.9078314900398254,
"google/gemma-2-2b": 0.6527246236801147,
"gpt2": 0.6096500158309937,
"meta-llama/Llama-3.2-1B": 0.4835999011993408,
"microsoft/Phi-3-mini-4k-instruct": 0.6993656754493713,
"mistralai/tekken": 0.46607398986816406,
"tiktoken/gpt-4o": 0.496040403842926,
"tokenmonster/englishcode-32000-consistent-v1": 0.9629546999931335
}
|
{
"CohereLabs/aya-expanse-8b": 39,
"Qwen/Qwen3-8B": 49,
"bigscience/bloom": 36,
"common-pile/comma-v0.1-1t": 95,
"facebook/xglm-564M": 28,
"google-bert/bert-base-multilingual-cased": 42,
"google/byt5-small": 163,
"google/gemma-2-2b": 36,
"gpt2": 97,
"meta-llama/Llama-3.2-1B": 36,
"microsoft/Phi-3-mini-4k-instruct": 90,
"mistralai/tekken": 36,
"tiktoken/gpt-4o": 34,
"tokenmonster/englishcode-32000-consistent-v1": 169
}
|
||
نويسندة ي نمايشنامة «رؤمئو و زوليت»
|
[
"جارلز ديكنز أست",
"مارك توآين أست",
"ويليام شكسبير أست",
"جين آستين أست"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
341-1.8
|
341.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5506374835968018,
"Qwen/Qwen3-8B": 0.5651605129241943,
"bigscience/bloom": 0.730645477771759,
"common-pile/comma-v0.1-1t": 0.7624428272247314,
"facebook/xglm-564M": 0.47728845477104187,
"google-bert/bert-base-multilingual-cased": 0.4440523087978363,
"google/byt5-small": 0.8828054070472717,
"google/gemma-2-2b": 0.6334835886955261,
"gpt2": 0.6635462641716003,
"meta-llama/Llama-3.2-1B": 0.5773492455482483,
"microsoft/Phi-3-mini-4k-instruct": 0.7146285772323608,
"mistralai/tekken": 0.6389001607894897,
"tiktoken/gpt-4o": 0.6376124620437622,
"tokenmonster/englishcode-32000-consistent-v1": 0.9519847631454468
}
|
{
"CohereLabs/aya-expanse-8b": 0.5066665410995483,
"Qwen/Qwen3-8B": 0.4922346770763397,
"bigscience/bloom": 0.6855134963989258,
"common-pile/comma-v0.1-1t": 0.7115871906280518,
"facebook/xglm-564M": 0.4122225344181061,
"google-bert/bert-base-multilingual-cased": 0.3395646810531616,
"google/byt5-small": 0.8488250970840454,
"google/gemma-2-2b": 0.6055579781532288,
"gpt2": 0.5713819861412048,
"meta-llama/Llama-3.2-1B": 0.5544437766075134,
"microsoft/Phi-3-mini-4k-instruct": 0.6347756385803223,
"mistralai/tekken": 0.6114519834518433,
"tiktoken/gpt-4o": 0.6154167056083679,
"tokenmonster/englishcode-32000-consistent-v1": 0.9390454888343811
}
|
{
"CohereLabs/aya-expanse-8b": 19,
"Qwen/Qwen3-8B": 20,
"bigscience/bloom": 18,
"common-pile/comma-v0.1-1t": 37,
"facebook/xglm-564M": 15,
"google-bert/bert-base-multilingual-cased": 20,
"google/byt5-small": 65,
"google/gemma-2-2b": 19,
"gpt2": 36,
"meta-llama/Llama-3.2-1B": 20,
"microsoft/Phi-3-mini-4k-instruct": 36,
"mistralai/tekken": 21,
"tiktoken/gpt-4o": 19,
"tokenmonster/englishcode-32000-consistent-v1": 66
}
|
||
زنبورها
|
[
"شير توليد مي كنند",
"أبريشم توليد مي كنند",
"عسل تؤليد مي كنند",
"موم تؤليد مي كنند"
] | 2 |
C
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
342-1.8
|
342.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.9999998807907104,
"Qwen/Qwen3-8B": 1.0000001192092896,
"bigscience/bloom": 0.9999998807907104,
"common-pile/comma-v0.1-1t": 0.9999998807907104,
"facebook/xglm-564M": 1.0000001192092896,
"google-bert/bert-base-multilingual-cased": 1,
"google/byt5-small": 0.9999998807907104,
"google/gemma-2-2b": 1.0000001192092896,
"gpt2": 1,
"meta-llama/Llama-3.2-1B": 1.0000001192092896,
"microsoft/Phi-3-mini-4k-instruct": 1,
"mistralai/tekken": 1,
"tiktoken/gpt-4o": 1,
"tokenmonster/englishcode-32000-consistent-v1": 0.9999998211860657
}
|
{
"CohereLabs/aya-expanse-8b": 1.0000004768371582,
"Qwen/Qwen3-8B": 1.0000004768371582,
"bigscience/bloom": 1.0000003576278687,
"common-pile/comma-v0.1-1t": 1.0000003576278687,
"facebook/xglm-564M": 1.000000238418579,
"google-bert/bert-base-multilingual-cased": 1.0000004768371582,
"google/byt5-small": 1.0000003576278687,
"google/gemma-2-2b": 1.0000005960464478,
"gpt2": 1.0000004768371582,
"meta-llama/Llama-3.2-1B": 1.000000238418579,
"microsoft/Phi-3-mini-4k-instruct": 1.0000004768371582,
"mistralai/tekken": 1.0000003576278687,
"tiktoken/gpt-4o": 1.0000004768371582,
"tokenmonster/englishcode-32000-consistent-v1": 1.0000001192092896
}
|
{
"CohereLabs/aya-expanse-8b": 3,
"Qwen/Qwen3-8B": 4,
"bigscience/bloom": 3,
"common-pile/comma-v0.1-1t": 8,
"facebook/xglm-564M": 3,
"google-bert/bert-base-multilingual-cased": 4,
"google/byt5-small": 14,
"google/gemma-2-2b": 3,
"gpt2": 8,
"meta-llama/Llama-3.2-1B": 3,
"microsoft/Phi-3-mini-4k-instruct": 8,
"mistralai/tekken": 3,
"tiktoken/gpt-4o": 3,
"tokenmonster/englishcode-32000-consistent-v1": 14
}
|
||
كياهان براي تؤليد غذا به
|
[
"نيترؤزن نياز دارند",
"دي اكسيد كربن نياز دارند",
"هيدرؤزن نياز دارند",
"هليؤم نياز دارند"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
343-1.8
|
343.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.5085152387619019,
"Qwen/Qwen3-8B": 0.4765937924385071,
"bigscience/bloom": 0.5728917121887207,
"common-pile/comma-v0.1-1t": 0.7470991015434265,
"facebook/xglm-564M": 0.5692510604858398,
"google-bert/bert-base-multilingual-cased": 0.44691890478134155,
"google/byt5-small": 0.8625255227088928,
"google/gemma-2-2b": 0.6681609749794006,
"gpt2": 0.6991045475006104,
"meta-llama/Llama-3.2-1B": 0.6518702507019043,
"microsoft/Phi-3-mini-4k-instruct": 0.6670213937759399,
"mistralai/tekken": 0.6505289077758789,
"tiktoken/gpt-4o": 0.37659937143325806,
"tokenmonster/englishcode-32000-consistent-v1": 0.9321160316467285
}
|
{
"CohereLabs/aya-expanse-8b": 0.3060203194618225,
"Qwen/Qwen3-8B": 0.2962169647216797,
"bigscience/bloom": 0.2942589223384857,
"common-pile/comma-v0.1-1t": 0.5623658895492554,
"facebook/xglm-564M": 0.3928224742412567,
"google-bert/bert-base-multilingual-cased": 0.12972699105739594,
"google/byt5-small": 0.7305241823196411,
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"gpt2": 0.4720430374145508,
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"mistralai/tekken": 0.4745609164237976,
"tiktoken/gpt-4o": 0.18358394503593445,
"tokenmonster/englishcode-32000-consistent-v1": 0.8544186949729919
}
|
{
"CohereLabs/aya-expanse-8b": 9,
"Qwen/Qwen3-8B": 13,
"bigscience/bloom": 10,
"common-pile/comma-v0.1-1t": 26,
"facebook/xglm-564M": 9,
"google-bert/bert-base-multilingual-cased": 11,
"google/byt5-small": 44,
"google/gemma-2-2b": 8,
"gpt2": 27,
"meta-llama/Llama-3.2-1B": 11,
"microsoft/Phi-3-mini-4k-instruct": 26,
"mistralai/tekken": 10,
"tiktoken/gpt-4o": 9,
"tokenmonster/englishcode-32000-consistent-v1": 46
}
|
||
قصد شخص از جملة «ميتوانيد لطفاً يك برواز به باريس رزرو كنيد؟»
|
[
"خريد رفتن أست",
"رزرو كردن أست",
"شكاية كردن أست",
"كنسل كردن أست"
] | 1 |
B
|
test
|
Arabic Keyboard for Farsi
|
Noise
|
pes_Arab
|
344-1.8
|
344.0
|
1.8
|
{
"CohereLabs/aya-expanse-8b": 0.7735766768455505,
"Qwen/Qwen3-8B": 0.731819212436676,
"bigscience/bloom": 0.729446291923523,
"common-pile/comma-v0.1-1t": 0.7834756374359131,
"facebook/xglm-564M": 0.7157953977584839,
"google-bert/bert-base-multilingual-cased": 0.6525269746780396,
"google/byt5-small": 0.929438591003418,
"google/gemma-2-2b": 0.7678622603416443,
"gpt2": 0.7361090183258057,
"meta-llama/Llama-3.2-1B": 0.7371959090232849,
"microsoft/Phi-3-mini-4k-instruct": 0.7090361714363098,
"mistralai/tekken": 0.7398942708969116,
"tiktoken/gpt-4o": 0.707039475440979,
"tokenmonster/englishcode-32000-consistent-v1": 0.9726123809814453
}
|
{
"CohereLabs/aya-expanse-8b": 0.6463935971260071,
"Qwen/Qwen3-8B": 0.6482141017913818,
"bigscience/bloom": 0.6077436208724976,
"common-pile/comma-v0.1-1t": 0.6210907697677612,
"facebook/xglm-564M": 0.5693792700767517,
"google-bert/bert-base-multilingual-cased": 0.5339640974998474,
"google/byt5-small": 0.8710147142410278,
"google/gemma-2-2b": 0.6500170826911926,
"gpt2": 0.5287482142448425,
"meta-llama/Llama-3.2-1B": 0.6429941654205322,
"microsoft/Phi-3-mini-4k-instruct": 0.5206013321876526,
"mistralai/tekken": 0.6535212993621826,
"tiktoken/gpt-4o": 0.5590663552284241,
"tokenmonster/englishcode-32000-consistent-v1": 0.9451044201850891
}
|
{
"CohereLabs/aya-expanse-8b": 27,
"Qwen/Qwen3-8B": 34,
"bigscience/bloom": 24,
"common-pile/comma-v0.1-1t": 69,
"facebook/xglm-564M": 22,
"google-bert/bert-base-multilingual-cased": 31,
"google/byt5-small": 114,
"google/gemma-2-2b": 26,
"gpt2": 72,
"meta-llama/Llama-3.2-1B": 27,
"microsoft/Phi-3-mini-4k-instruct": 63,
"mistralai/tekken": 23,
"tiktoken/gpt-4o": 23,
"tokenmonster/englishcode-32000-consistent-v1": 111
}
|
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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