hindko-tokenizer / eval /competitors_test_strict.csv
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rank_lossless,tokenizer,repo,provider,origin,algorithm,vocab_size,bytes_per_token,fertility,strr,tokens,g1_lossless_docs_of_491,lossless,unk_share,released_uses_fewer_tokens_pct,aliases,n_hub_repos
1,hindko-tokenizer 1.0.0 (released),junaid008/hindko-tokenizer,this release,released,Unigram,32768,7.2773,1.135,0.8908,199390,491,True,0.0,0.0,,
2,ProximaAI__urnova-95m,ProximaAI/urnova-95m,ProximaAI,new,BPE,50048,6.0613,1.3725,0.747,239392,491,True,0.0,16.71,,1
3,DunbaaBERT__DunbaaBERT_52k_base,DunbaaBERT/DunbaaBERT_52k_base,DunbaaBERT,new,BPE,52010,5.9644,1.3952,0.7325,243283,491,True,0.0,18.04,,1
4,orature__ALIF-Base-100M,orature/ALIF-Base-100M,orature,new,BPE,32000,5.9116,1.4047,0.7097,245454,491,True,0.0,18.77,,1
5,DunbaaBERT__DunbaaBERT_32k_base,DunbaaBERT/DunbaaBERT_32k_base,DunbaaBERT,new,BPE,32010,5.7178,1.4562,0.6973,253775,491,True,0.0,21.43,,1
6,roberta-urdu,urduhack/roberta-urdu-small,UrduHack,baseline,BPE,52000,5.7089,1.4585,0.7212,254167,491,True,0.0,21.55,,21
7,ibm-research__ia-multilingual-original-script-roberta,ibm-research/ia-multilingual-original-script-roberta,ibm-research,new,BPE,110000,5.6678,1.4693,0.6933,256010,491,True,0.0,22.12,,1
8,mahwizzzz__urdu-dummy,mahwizzzz/urdu-dummy,mahwizzzz,new,BPE,25000,5.5858,1.4911,0.6708,259769,491,True,0.0,23.24,,1
9,hadidev__robertaurdu,hadidev/robertaurdu,hadidev,new,BPE,59458,5.5231,1.5011,0.7752,262721,491,True,0.0,24.11,,1
10,bloom,bigscience/bloom-560m,BigScience,baseline,BPE,250680,5.1217,1.6331,0.5724,283310,491,True,0.0,29.62,,1
11,santhosh__madlad400-3b-ct2,santhosh/madlad400-3b-ct2,santhosh,new,Unigram,256000,5.0802,1.5986,0.5622,285626,491,True,0.0,30.19,,8
12,mlx-community__K2-Horizon-MoVA-36B-A4B-oQ4e,mlx-community/K2-Horizon-MoVA-36B-A4B-oQ4e,mlx-community,new,BPE,250624,5.0639,1.6512,0.5682,286545,491,True,0.0,30.42,,3
13,MaLA-LM__mala-500-10b-v2,MaLA-LM/mala-500-10b-v2,MaLA-LM,new,BPE,260164,4.9128,1.6981,0.5556,295355,491,True,0.0,32.49,,1
14,gemma-3,unsloth/gemma-3-1b-it,Google,baseline,BPE,262145,4.6104,1.8072,0.4866,314731,491,True,0.0,36.65,gemma-4;sarvam-30b,3
15,alphaedge-ai__gemma-3-270m-it-snd-32768,alphaedge-ai/gemma-3-270m-it-snd-32768,alphaedge-ai,new,BPE,32768,4.5319,1.8389,0.4702,320179,491,True,0.0,37.73,,3
16,Palash123__indic_200K_all_tokenizer,Palash123/indic_200K_all_tokenizer,Palash123,new,BPE,200000,4.5285,1.8395,0.4848,320423,491,True,0.0,37.77,,1
17,falcon-h1,tiiuae/Falcon-H1-34B-Instruct,TII,baseline,BPE,261120,4.5065,1.8456,0.456,321986,491,True,0.0,38.07,,2
18,soketlabs__Indic-Llama-2-7b,soketlabs/Indic-Llama-2-7b,soketlabs,new,BPE,67991,4.3937,2.2381,0.1983,330250,491,True,0.0,39.62,,2
19,gpt-4o,Xenova/gpt-4o,OpenAI,baseline,BPE,200000,4.3376,1.9305,0.4149,334524,491,True,0.0,40.4,gpt-oss;phi-4-mini,3
20,Palash123__indic_200K_tokenizer,Palash123/indic_200K_tokenizer,Palash123,new,BPE,199598,4.2724,1.9517,0.4143,339626,491,True,0.0,41.29,,1
21,Palash123__indic_128K_tokenizer,Palash123/indic_128K_tokenizer,Palash123,new,BPE,127694,4.2194,1.9748,0.4142,343895,491,True,0.0,42.02,,1
22,alphaedge-ai__gemma-3-4b-it-snd-16384,alphaedge-ai/gemma-3-4b-it-snd-16384,alphaedge-ai,new,BPE,16384,4.2136,1.9797,0.3898,344369,491,True,0.0,42.1,,3
23,Palash123__indic_128K_all_tokenizer,Palash123/indic_128K_all_tokenizer,Palash123,new,BPE,128000,4.1765,1.9967,0.3967,347423,491,True,0.0,42.61,,1
24,agemagician__mlong-t5-tglobal-base,agemagician/mlong-t5-tglobal-base,agemagician,new,Unigram,256300,4.1533,1.8837,0.4193,349366,491,True,0.0,42.93,,3
25,tiny-aya,mlx-community/tiny-aya-global-8bit-mlx,Cohere,baseline,BPE,261010,4.1062,2.0323,0.3837,353372,491,True,0.0,43.58,,1
26,alphaedge-ai__gemma-3-1b-it-urd-32768,alphaedge-ai/gemma-3-1b-it-urd-32768,alphaedge-ai,new,BPE,32768,4.0633,2.0538,0.371,357106,491,True,0.0,44.17,,3
27,apertus,swiss-ai/Apertus-8B-Instruct-2509,Swiss AI,baseline,BPE,131072,3.901,2.1491,0.3041,371961,491,True,0.0,46.39,mistral-nemo;mistral-small-4;nemotron-3;sarvam-m,14
28,mistralai__Mistral-Small-3.1-24B-Instruct-2503,mistralai/Mistral-Small-3.1-24B-Instruct-2503,mistralai,new,BPE,131072,3.8883,2.1562,0.3039,373182,491,True,0.0,46.57,,16
29,m3hrdadfi__zabanshenas-roberta-base-mix,m3hrdadfi/zabanshenas-roberta-base-mix,m3hrdadfi,new,BPE,32000,3.7876,2.2087,0.3767,383096,491,True,0.0,47.95,,1
30,gemma-2,unsloth/gemma-2-2b-it,Google,baseline,BPE,256000,3.7866,2.2056,0.3037,383200,491,True,0.0,47.97,,1
31,tiiuae__Falcon-H1-1.5B-Base,tiiuae/Falcon-H1-1.5B-Base,tiiuae,new,BPE,65536,3.7543,2.2211,0.2905,386495,491,True,0.0,48.41,,5
32,llama-4,unsloth/Llama-4-Scout-17B-16E-Instruct,Meta,baseline,BPE,201135,3.7269,2.2505,0.2749,389341,491,True,0.0,48.79,,1
33,command-a-plus,CohereLabs/command-a-plus-05-2026-bf16,Cohere,baseline,BPE,255032,3.685,2.2739,0.2612,393763,491,True,0.0,49.36,,1
34,ai-forever__mGPT,ai-forever/mGPT,ai-forever,new,BPE,100000,3.6795,2.2737,0.2672,394357,491,True,0.0,49.44,,2
35,qwen-3.5,Qwen/Qwen3.5-0.8B,Alibaba Qwen,baseline,BPE,248070,3.5982,2.3227,0.2575,403264,491,True,0.0,50.56,qwen-3.8,88
36,alphaedge-ai__Qwen3.5-2B-snd-32768,alphaedge-ai/Qwen3.5-2B-snd-32768,alphaedge-ai,new,BPE,32768,3.5898,2.3282,0.2546,404208,491,True,0.0,50.67,,3
37,kimi-k2,moonshotai/Kimi-K2-Instruct,Moonshot AI,baseline,BPE,163840,3.5296,2.3753,0.2778,411099,491,True,0.0,51.5,,1
38,ernie-4.5,baidu/ERNIE-4.5-0.3B-PT,Baidu,baseline,BPE,101304,3.5275,2.3689,0.2725,411344,491,True,0.0,51.53,,10
39,pashto-lfm2.5,nassimjp/LFM2.5-2.6B-Pashto-Zi,community (nassimjp),baseline,BPE,125039,3.5093,2.3861,0.2251,413486,491,True,0.0,51.78,,1
40,LiquidAI__LFM2.5-VL-3B,LiquidAI/LFM2.5-VL-3B,LiquidAI,new,BPE,125017,3.5088,2.3864,0.2251,413541,491,True,0.0,51.78,,11
41,alphaedge-ai__Qwen3.5-0.8B-urd-32768,alphaedge-ai/Qwen3.5-0.8B-urd-32768,alphaedge-ai,new,BPE,32768,3.505,2.3834,0.2384,413982,491,True,0.0,51.84,,3
42,alphaedge-ai__Qwen3.5-2B-snd-16384,alphaedge-ai/Qwen3.5-2B-snd-16384,alphaedge-ai,new,BPE,16384,3.5041,2.3857,0.2501,414093,491,True,0.0,51.85,,3
43,deepseek-r1,deepseek-ai/DeepSeek-R1,DeepSeek,baseline,BPE,128815,3.3722,2.4755,0.2325,430288,491,True,0.0,53.66,deepseek-v3;deepseek-v4;deepseek-v4.1,4
44,cnmoro__tangled-llama-33m-32k-instruct-v0.1-fix,cnmoro/tangled-llama-33m-32k-instruct-v0.1-fix,cnmoro,new,BPE,32768,3.3396,2.508,0.2683,434494,491,True,0.0,54.11,,1
45,alphaedge-ai__gemma-3-1b-it-urd-16384,alphaedge-ai/gemma-3-1b-it-urd-16384,alphaedge-ai,new,BPE,16384,3.3357,2.5069,0.2233,434993,491,True,0.0,54.16,,3
46,alphaedge-ai__Qwen3.5-0.8B-urd-16384,alphaedge-ai/Qwen3.5-0.8B-urd-16384,alphaedge-ai,new,BPE,16384,3.3084,2.5266,0.1979,438591,491,True,0.0,54.54,,3
47,mlx-community__Xing4.0-29B-A4B-OptiQ-4bit,mlx-community/Xing4.0-29B-A4B-OptiQ-4bit,mlx-community,new,BPE,131072,3.1277,2.6647,0.2013,463929,491,True,0.0,57.02,,1
48,glm-5,zai-org/GLM-5,Zhipu AI / Z.ai,baseline,BPE,154856,3.0254,2.7626,0.1366,479618,491,True,0.0,58.43,,1
49,APARSIN__PashtoEnglishBilingualSentimentCorpus_roberta-fa-zwnj-base,APARSIN/PashtoEnglishBilingualSentimentCorpus_roberta-fa-zwnj-base,APARSIN,new,BPE,42000,2.9372,2.8479,0.3367,494021,491,True,0.0,59.64,,2
50,humain-ai__ALLaM-7B-Instruct-preview,humain-ai/ALLaM-7B-Instruct-preview,humain-ai,new,BPE,64000,2.8664,2.8571,0.1544,506226,491,True,0.0,60.61,,1
51,internlm__internlm3-8b-instruct,internlm/internlm3-8b-instruct,internlm,new,BPE,128133,2.652,3.0442,0.1204,547154,491,True,0.0,63.56,,5
52,command-r,adamo1139/aya-expanse-8b-ungated,Cohere,baseline,BPE,255029,2.6451,3.1073,0.217,548567,491,True,0.0,63.65,command-r7b,2
53,alif-1.0,large-traversaal/Alif-1.0-8B-Instruct,Traversaal.ai,baseline,BPE,128256,2.6412,3.1189,0.178,549377,491,True,0.0,63.71,llama-3;qalb-1.0;urdu-llama3-almanach;urdu-llama3.2-custom,5
54,sbintuitions__kana-whisper,sbintuitions/kana-whisper,sbintuitions,new,BPE,51866,2.6403,3.1708,0.0781,549576,491,True,0.0,63.72,,64
55,kavyamanohar__AI4B-Indicwhisper-ml,kavyamanohar/AI4B-Indicwhisper-ml,kavyamanohar,new,BPE,50364,2.6402,3.1708,0.0781,549580,491,True,0.0,63.72,,21
56,BidirLM__BidirLM-Omni-2.5B-Embedding,BidirLM/BidirLM-Omni-2.5B-Embedding,BidirLM,new,BPE,151705,2.6341,3.0803,0.0299,550854,491,True,0.0,63.8,,3
57,qwen-2.5,Qwen/Qwen2.5-0.5B,Alibaba Qwen,baseline,BPE,151665,2.6326,3.0822,0.0299,551179,491,True,0.0,63.82,qwen-3,60
58,alphaedge-ai__Qwen3-Embedding-snd-32768,alphaedge-ai/Qwen3-Embedding-snd-32768,alphaedge-ai,new,BPE,32768,2.6324,3.0825,0.0299,551227,491,True,0.0,63.83,,1
59,alphaedge-ai__Qwen3-0.6B-snd-32768,alphaedge-ai/Qwen3-0.6B-snd-32768,alphaedge-ai,new,BPE,32768,2.6324,3.0825,0.0299,551228,491,True,0.0,63.83,,2
60,alphaedge-ai__Qwen3-Embedding-snd-16384,alphaedge-ai/Qwen3-Embedding-snd-16384,alphaedge-ai,new,BPE,16384,2.6322,3.0826,0.0298,551254,491,True,0.0,63.83,,1
61,alphaedge-ai__Qwen3-0.6B-snd-16384,alphaedge-ai/Qwen3-0.6B-snd-16384,alphaedge-ai,new,BPE,16384,2.6321,3.0828,0.0297,551286,491,True,0.0,63.83,,2
62,jinaai__jina-code-embeddings-0.5b,jinaai/jina-code-embeddings-0.5b,jinaai,new,BPE,151644,2.6316,3.0822,0.03,551384,491,True,0.0,63.84,,2
63,alphaedge-ai__Qwen3-Embedding-urd-32768,alphaedge-ai/Qwen3-Embedding-urd-32768,alphaedge-ai,new,BPE,32768,2.6274,3.0885,0.0292,552258,491,True,0.0,63.9,,1
64,alphaedge-ai__Qwen3-0.6B-urd-32768,alphaedge-ai/Qwen3-0.6B-urd-32768,alphaedge-ai,new,BPE,32768,2.6274,3.0885,0.029,552268,491,True,0.0,63.9,,2
65,alphaedge-ai__Qwen3-Embedding-urd-16384,alphaedge-ai/Qwen3-Embedding-urd-16384,alphaedge-ai,new,BPE,16384,2.603,3.1186,0.0257,557436,491,True,0.0,64.23,,1
66,alphaedge-ai__Qwen3-1.7B-urd-16384,alphaedge-ai/Qwen3-1.7B-urd-16384,alphaedge-ai,new,BPE,16384,2.6026,3.1191,0.0249,557521,491,True,0.0,64.24,,2
67,RudranshAgnihotri__INDIC-TAMIL,RudranshAgnihotri/INDIC-TAMIL,RudranshAgnihotri,new,BPE,100000,2.5647,3.2726,0.0285,565771,491,True,0.0,64.76,,2
68,glm-4.5,zai-org/GLM-4.5,Zhipu AI / Z.ai,baseline,BPE,151365,2.4824,3.3734,0.1359,584528,491,True,0.0,65.89,,1
69,alphaedge-ai__Qwen3-1.7B-pan-32768,alphaedge-ai/Qwen3-1.7B-pan-32768,alphaedge-ai,new,BPE,32768,2.4616,3.3051,0.0142,589462,491,True,0.0,66.17,,2
70,alphaedge-ai__Qwen3-Embedding-pan-32768,alphaedge-ai/Qwen3-Embedding-pan-32768,alphaedge-ai,new,BPE,32768,2.4602,3.307,0.0141,589792,491,True,0.0,66.19,,1
71,DavidCBaines__ebible_m2m-ms8-ie-shareable,DavidCBaines/ebible_m2m-ms8-ie-shareable,DavidCBaines,new,BPE,32000,2.4302,3.3918,0.1538,597078,491,True,0.0,66.61,,1
72,Palash123__indic_dummy_tokenizer,Palash123/indic_dummy_tokenizer,Palash123,new,BPE,52000,2.4109,3.4249,0.0512,601852,491,True,0.0,66.87,,1
73,DavidCBaines__ebible_m2m-ie-big-shareable,DavidCBaines/ebible_m2m-ie-big-shareable,DavidCBaines,new,BPE,32000,2.386,3.4551,0.1385,608131,491,True,0.0,67.21,,1
74,urdu-llama-bilal,BilalKhan1/llama-urdu-tokenizer,community (BilalKhan1),baseline,BPE,129435,2.3721,2.834,0.2606,611700,491,True,0.0,67.4,,1
75,alphaedge-ai__Qwen3.5-0.8B-pan-32768,alphaedge-ai/Qwen3.5-0.8B-pan-32768,alphaedge-ai,new,BPE,32768,2.3392,3.151,0.1167,620312,491,True,0.0,67.86,,3
76,ByteDance-Seed__Seed-X-PPO-7B,ByteDance-Seed/Seed-X-PPO-7B,ByteDance-Seed,new,BPE,65269,2.2802,3.4139,0.013,636348,491,True,0.0,68.67,,3
77,minimax-m2,MiniMaxAI/MiniMax-M2,MiniMax,baseline,BPE,200054,2.2676,3.604,0.0699,639883,491,True,0.0,68.84,minimax-m3,2
78,NawazHanzla__Shaheen-Arabic-Instruct,NawazHanzla/Shaheen-Arabic-Instruct,NawazHanzla,new,BPE,84992,2.2472,3.594,0.1384,645696,491,True,0.0,69.12,,1
79,alphaedge-ai__Qwen3-Embedding-pan-16384,alphaedge-ai/Qwen3-Embedding-pan-16384,alphaedge-ai,new,BPE,16384,2.2059,3.6965,0.0076,657795,491,True,0.0,69.69,,1
80,alphaedge-ai__Qwen3-0.6B-pan-16384,alphaedge-ai/Qwen3-0.6B-pan-16384,alphaedge-ai,new,BPE,16384,2.1822,3.7381,0.007,664941,491,True,0.0,70.01,,2
81,eurollm,utter-project/EuroLLM-9B-Instruct-2512,UTTER (EU),baseline,BPE,128000,2.1469,3.6778,0.0614,675857,491,True,0.0,70.5,,1
82,alphaedge-ai__gemma-3-270m-it-pan-32768,alphaedge-ai/gemma-3-270m-it-pan-32768,alphaedge-ai,new,BPE,32768,2.0771,3.8212,0.1748,698583,491,True,0.0,71.46,,3
83,hunyuan,tencent/Hunyuan-7B-Instruct,Tencent,baseline,BPE,128166,1.9323,4.245,0.0058,750920,491,True,0.0,73.45,,1
84,gpt-4,Xenova/gpt-4,OpenAI,baseline,BPE,100263,1.9193,4.2748,0.0071,756023,491,True,0.0,73.63,olmo-2;phi-4,20
85,granite-4.2,ibm-granite/granite-4.2-8b,IBM,baseline,BPE,100352,1.9188,4.2748,0.0071,756226,491,True,0.0,73.63,,1
86,hgnoi__PnBJ7Z4wxY29v1kZ,hgnoi/PnBJ7Z4wxY29v1kZ,hgnoi,new,BPE,100289,1.9178,4.2782,0.0058,756612,491,True,0.0,73.65,,1
87,akhooli__personachat-arabic,akhooli/personachat-arabic,akhooli,new,BPE,50262,1.9012,4.2302,0.1367,763207,491,True,0.0,73.87,,1
88,lfm2,LiquidAI/LFM2.5-1.2B-Instruct,Liquid AI,baseline,BPE,64402,1.9002,4.1812,0.0327,763606,491,True,0.0,73.89,,63
89,QCRI__Fanar-2-Diwan,QCRI/Fanar-2-Diwan,QCRI,new,BPE,65868,1.8649,4.2473,0.1449,778073,491,True,0.0,74.37,,1
90,ibm-granite__granite-embedding-small-english-r2,ibm-granite/granite-embedding-small-english-r2,ibm-granite,new,BPE,50368,1.8472,4.3118,0.0101,785545,491,True,0.0,74.62,,137
91,ibm-granite__granite-3.3-8b-instruct,ibm-granite/granite-3.3-8b-instruct,ibm-granite,new,BPE,49159,1.8456,4.3506,0.008,786204,491,True,0.0,74.64,,34
92,ibm-research__ia-multilingual-transliterated-roberta,ibm-research/ia-multilingual-transliterated-roberta,ibm-research,new,BPE,110000,1.844,4.3741,0.0093,786870,491,True,0.0,74.66,,1
93,mlx-community__XVERSE-7B-Chat-4bit,mlx-community/XVERSE-7B-Chat-4bit,mlx-community,new,BPE,100534,1.8436,3.6953,0.0071,787075,491,True,0.0,74.67,,1
94,kdcyberdude__llama-punjabi-tokenizer,kdcyberdude/llama-punjabi-tokenizer,kdcyberdude,new,BPE,46449,1.8279,3.6879,0.0088,793814,491,True,0.0,74.88,,1
95,falcon-3,tiiuae/Falcon3-7B-Instruct,TII,baseline,BPE,131072,1.813,4.5038,0.0108,800324,491,True,0.0,75.09,,1
96,mlx-community__XORTRON.CriminalComputing.LARGE.2026.3-mlx-8Bit,mlx-community/XORTRON.CriminalComputing.LARGE.2026.3-mlx-8Bit,mlx-community,new,BPE,32768,1.7915,3.7819,0.0072,809955,491,True,0.0,75.38,,2
97,upstage__SOLAR-10.7B-Instruct-v1.0,upstage/SOLAR-10.7B-Instruct-v1.0,upstage,new,BPE,32000,1.7906,3.7819,0.0072,810373,491,True,0.0,75.4,,92
98,HaniaEmaan__urdu-trocr-model,HaniaEmaan/urdu-trocr-model,HaniaEmaan,new,BPE,50335,1.7865,3.7386,0.0088,812213,491,True,0.0,75.45,,1
99,nassimjp__Ghanam-7B-Base-Pashto-v0.1,nassimjp/Ghanam-7B-Base-Pashto-v0.1,nassimjp,new,BPE,32010,1.7585,3.811,0.0072,825131,491,True,0.0,75.84,,1
100,deepseek-ai__Janus-Pro-7B,deepseek-ai/Janus-Pro-7B,deepseek-ai,new,BPE,100603,1.7536,4.6161,0.0052,827452,491,True,0.0,75.9,,3
101,BharatVLM__AssameseGPT2,BharatVLM/AssameseGPT2,BharatVLM,new,BPE,50000,1.7288,4.5464,0.0108,839336,491,True,0.0,76.24,,1
102,Khurram123__urdu-poetry-trocr,Khurram123/urdu-poetry-trocr,Khurram123,new,BPE,50309,1.7279,3.8918,0.0065,839776,491,True,0.0,76.26,,1
103,OpenGVLab__InternVL-14B-224px,OpenGVLab/InternVL-14B-224px,OpenGVLab,new,BPE,49954,1.7154,3.9347,0.0068,845879,491,True,0.0,76.43,,3
104,llama-2,NousResearch/Llama-2-7b-hf,Meta,baseline,BPE,32000,1.7138,3.9371,0.0065,846692,491,True,0.0,76.45,urdu-llama2-almanach,99
105,stepfun-ai__Step-Audio-EditX,stepfun-ai/Step-Audio-EditX,stepfun-ai,new,Unigram,74752,1.677,4.0415,0.0093,865243,491,True,0.0,76.96,,3
106,grok-1,Xenova/grok-1-tokenizer,xAI,baseline,BPE,131072,1.6181,4.8222,0.0056,896748,491,True,0.0,77.77,,1
107,alphaedge-ai__Qwen3.5-2B-pan-16384,alphaedge-ai/Qwen3.5-2B-pan-16384,alphaedge-ai,new,BPE,16384,1.6107,4.6927,0.0162,900889,491,True,0.0,77.87,,3
108,HuggingFaceTB__SmolVLM2-500M-Video-Instruct,HuggingFaceTB/SmolVLM2-500M-Video-Instruct,HuggingFaceTB,new,BPE,49280,1.543,5.2377,0.0041,940418,491,True,0.0,78.8,,16
109,openbmb__MiniCPM-Embedding-Light,openbmb/MiniCPM-Embedding-Light,openbmb,new,BPE,73440,1.5402,4.6454,0.0051,942125,491,True,0.0,78.84,,1
110,openbmb__MiniCPM-V-4,openbmb/MiniCPM-V-4,openbmb,new,BPE,73448,1.5395,4.6454,0.0051,942530,491,True,0.0,78.85,,13
111,sbintuitions__sarashina2.2-0.5b-instruct-v0.1,sbintuitions/sarashina2.2-0.5b-instruct-v0.1,sbintuitions,new,Unigram,102400,1.5357,4.5103,0.0083,944881,491,True,0.0,78.9,,6
112,MBZUAI__GeoPixel-7B,MBZUAI/GeoPixel-7B,MBZUAI,new,BPE,92544,1.4921,4.6682,0.0062,972496,491,True,0.0,79.5,,4
113,tiiuae__falcon-mamba-7b,tiiuae/falcon-mamba-7b,tiiuae,new,BPE,65024,1.4395,5.3458,0.0057,1008029,491,True,0.0,80.22,,2
114,tiiuae__dense-500m-arch1__iter_0002000,tiiuae/dense-500m-arch1/iter_0002000,tiiuae,new,BPE,65536,1.4317,5.3215,0.0041,1013469,491,True,0.0,80.33,,51
115,AinaShakeel__deepseek-urdu-5.7b-lora,AinaShakeel/deepseek-urdu-5.7b-lora,AinaShakeel,new,BPE,32022,1.4097,5.5409,0.0039,1029319,491,True,0.0,80.63,,1
116,gpt-2,openai-community/gpt2,OpenAI,baseline,BPE,50257,1.3847,5.7486,0.0051,1047925,491,True,0.0,80.97,,122
117,OpenGVLab__InternVL-Chat-V1-2,OpenGVLab/InternVL-Chat-V1-2,OpenGVLab,new,BPE,64000,1.3832,5.1176,0.0047,1049005,491,True,0.0,80.99,,4
118,OpenGVLab__InternVL2-40B-AWQ,OpenGVLab/InternVL2-40B-AWQ,OpenGVLab,new,BPE,64007,1.3826,5.1175,0.0047,1049466,491,True,0.0,81.0,,1
119,HPLT__NorOLMo-13B,HPLT/NorOLMo-13B,HPLT,new,BPE,51300,1.3321,5.9878,0.0032,1089238,491,True,0.0,81.69,,1
120,HPLT__FinOLMo-13B,HPLT/FinOLMo-13B,HPLT,new,BPE,51200,1.3116,6.2125,0.0032,1106306,491,True,0.0,81.98,,1
121,formulae__reBERT-multilingual,formulae/reBERT-multilingual,formulae,new,BPE,30000,1.212,6.6147,0.0031,1197222,491,True,0.0,83.35,,1
122,tiiuae__Falcon-H1-0.5B-Base,tiiuae/Falcon-H1-0.5B-Base,tiiuae,new,BPE,32768,1.1458,6.7912,0.0019,1266440,491,True,0.0,84.26,,19
123,BSC-LT__salamandraTA-2B-instruct-GGUF,BSC-LT/salamandraTA-2B-instruct-GGUF,BSC-LT,new,BPE,256000,1.0861,6.9116,0.0019,1335988,491,True,0.0,85.08,,1
124,Ketak-ZoomRx__Indication_OLL_v2,Ketak-ZoomRx/Indication_OLL_v2,Ketak-ZoomRx,new,BPE,32000,1.0855,6.9157,0.0019,1336721,491,True,0.0,85.08,,1
125,alphaedge-ai__gemma-3-4b-it-pan-16384,alphaedge-ai/gemma-3-4b-it-pan-16384,alphaedge-ai,new,BPE,16384,1.0645,7.0306,0.0107,1363153,491,True,0.0,85.37,,2
126,mlx-community__lil-bard,mlx-community/lil-bard,mlx-community,new,BPE,8192,1.0068,7.4037,0.0016,1441223,491,True,0.0,86.17,,1
127,sarvam-1,sarvamai/sarvam-1,Sarvam AI,baseline,BPE,68096,1.0054,7.4066,0.0013,1443178,491,True,0.0,86.18,,2
128,openai__circuit-sparsity,openai/circuit-sparsity,openai,new,BPE,2047,1.0009,7.4458,0.002,1449670,491,True,0.0,86.25,,1
129,zahidazam714__khowar_bpe_tokenizer,zahidazam714/khowar_bpe_tokenizer,zahidazam714,new,BPE,1500,1.0005,7.4483,0.0011,1450237,491,True,0.0,86.25,,1
130,flax-community__mr-indicnlp-classifier,flax-community/mr-indicnlp-classifier,flax-community,new,BPE,50265,1.0,7.4503,0.0009,1451024,491,True,0.0,86.26,,1
131,byt5,google/byt5-small,Google,baseline,bytes,384,1.0,7.4503,0.0009,1451026,491,True,0.0,86.26,,1
,Ayesha-fatima__urdu-articulation-screener,Ayesha-fatima/urdu-articulation-screener,Ayesha-fatima,new,WordLevel,392,2955.2464,1.0,1.0,491,0,False,1.0,-40508.96,,1
,internlm__Intern-S1-Pro,internlm/Intern-S1-Pro,internlm,new,BPE,1024,2118.2861,1.0007,0.9995,685,0,False,0.8496,-29008.03,,2
,internlm__Intern-S1,internlm/Intern-S1,internlm,new,BPE,512,2102.9362,1.0007,0.9995,690,0,False,0.8333,-28797.1,,4
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,eshaaftab900__urdu-bert-base-2,eshaaftab900/urdu-bert-base-2,eshaaftab900,new,WordPiece,50000,6.6916,1.2624,0.7967,216844,0,False,0.0005,8.05,,3
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,mahwizzzz__avey-b-ur,mahwizzzz/avey-b-ur,mahwizzzz,new,WordPiece,32000,6.3002,1.3408,0.7466,230315,0,False,0.0002,13.43,,1
,themohal__trocr-small-saraiki,themohal/trocr-small-saraiki,themohal,new,Unigram,64202,6.2964,1.3096,0.7662,230454,169,False,0.0011,13.48,,1
,eshaaftab900__urdu-bert-base,eshaaftab900/urdu-bert-base,eshaaftab900,new,WordPiece,60000,6.255,1.3505,0.73,231978,0,False,0.0336,14.05,,1
,urdu-bert-64k,farahadeeba/urdu-bert-64k,community (farahadeeba),baseline,WordPiece,64000,6.2213,1.3578,0.7356,233236,0,False,0.0,14.51,,1
,hafeez007__balochi-tokenizers,hafeez007/balochi-tokenizers,hafeez007,new,BPE,64000,6.1881,1.3647,0.719,234488,175,False,0.0,14.97,,1
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,goldfish-models__urd_arab_100mb,goldfish-models/urd_arab_100mb,goldfish-models,new,Unigram,51200,6.0551,1.3871,0.7342,239636,165,False,0.0001,16.79,,2
,themohal__SaraikiRoBERTa-MTL-v1,themohal/SaraikiRoBERTa-MTL-v1,themohal,new,BPE,103345,5.9984,1.4033,0.8169,241904,41,False,0.0,17.57,,1
,ijazulhaq__bert-base-pashto-v1,ijazulhaq/bert-base-pashto-v1,ijazulhaq,new,WordPiece,30000,5.9888,1.4106,0.6857,242289,0,False,0.2652,17.71,,1
,goldfish-models__pnb_arab_5mb,goldfish-models/pnb_arab_5mb,goldfish-models,new,Unigram,40960,5.9504,1.4122,0.6952,243855,169,False,0.0,18.23,,1
,Humair332__omnivoice-urdu__checkpoint-1000,Humair332/omnivoice-urdu/checkpoint-1000,Humair332,new,BPE,50007,5.8731,1.4172,0.7216,247065,467,False,0.0,19.3,,34
,goldfish-models__urd_arab_10mb,goldfish-models/urd_arab_10mb,goldfish-models,new,Unigram,51200,5.8576,1.4337,0.683,247715,165,False,0.0001,19.51,,1
,shah-bakhsh__balochi-tokenizer,shah-bakhsh/balochi-tokenizer,shah-bakhsh,new,BPE,48000,5.8058,1.455,0.6494,249926,0,False,0.014,20.22,,1
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,mahwizzzz__UrduNER,mahwizzzz/UrduNER,mahwizzzz,new,BPE,52000,5.7099,1.4583,0.7214,254125,0,False,0.0,21.54,,2
,goldfish-models__urd_arab_5mb,goldfish-models/urd_arab_5mb,goldfish-models,new,Unigram,38912,5.6874,1.4757,0.6576,255132,165,False,0.0001,21.85,,1
,urdu-gpt2-20k,aariciah/gpt2-urdu-20k-lc,community (aariciah),baseline,BPE,20000,5.6326,1.4784,0.6588,257611,166,False,0.0141,22.6,,2
,aariciah__gpt2-urdu-configC-20k__gpt2-urdu-configC-20k-GPT2TokenizerFast,aariciah/gpt2-urdu-configC-20k/gpt2-urdu-configC-20k-GPT2TokenizerFast,aariciah,new,BPE,20000,5.6317,1.4786,0.6588,257652,173,False,0.0141,22.61,,3
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,sharjilsharma__indictrans2-hi-sat-int8,sharjilsharma/indictrans2-hi-sat-int8,sharjilsharma,new,BPE,128000,5.3549,1.5722,0.6218,270972,153,False,0.0065,26.42,,1
,theanugrah__muril-indic-ner,theanugrah/muril-indic-ner,theanugrah,new,WordPiece,197285,5.3172,1.5887,0.5994,272893,0,False,0.0,26.93,,1
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,DanishMahdi__avey-b-snd,DanishMahdi/avey-b-snd,DanishMahdi,new,WordPiece,32000,5.2324,1.6145,0.5755,277317,0,False,0.2051,28.1,,1
,Helsinki-NLP__opus-mt-ur-en,Helsinki-NLP/opus-mt-ur-en,Helsinki-NLP,new,Unigram,32000,5.2279,1.5738,0.6014,277553,173,False,0.0,28.16,,1
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,Omarrran__Kashmiri_Tokenizers__kashmiri_bpe_tokenizer,Omarrran/Kashmiri_Tokenizers/kashmiri_bpe_tokenizer,Omarrran,new,BPE,32000,5.166,1.6352,0.5544,280879,0,False,0.0591,29.01,,1
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,livinNector__IndicBERTv2-MLM-only-NER,livinNector/IndicBERTv2-MLM-only-NER,livinNector,new,WordPiece,250000,4.9654,1.7013,0.5649,292225,0,False,0.0,31.77,,2
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,ai4bharat__IndicBERTv2-MLM-Sam-TLM-Large,ai4bharat/IndicBERTv2-MLM-Sam-TLM-Large,ai4bharat,new,WordPiece,128000,4.8002,1.7598,0.4861,302287,0,False,0.0,34.04,,2
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,zuhri025__urdu-finetune-munch-v2,zuhri025/urdu-finetune-munch-v2,zuhri025,new,BPE,23944,4.6841,1.7687,0.5336,309780,0,False,0.0006,35.63,,32
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,Omarrran__Kashmiri_Unigram_Tokenizer,Omarrran/Kashmiri_Unigram_Tokenizer,Omarrran,new,Unigram,7,4.2238,1.0,1.0,343538,0,False,0.5,41.96,,1
,jbhargav__gujarati-indicbart-5000,jbhargav/gujarati-indicbart-5000,jbhargav,new,Unigram,72,4.2231,1.0002,0.9999,343592,0,False,0.5,41.97,,1
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