{ "SARFTokenizer-v6-unigram": { "vocab": 65000, "ar_tokens": 130289, "en_tokens": 19681, "ar_cpt": 3.6826439684086916, "en_cpt": 3.5215690259641277, "parity": 1.0457395386138897, "ar_tpw": 1.570428137505424, "en_tpw": 2.0072412034676184 }, "SARFTokenizer-v4": { "vocab": 62912, "ar_tokens": 147068, "en_tokens": 25401, "ar_cpt": 3.262490820572796, "en_cpt": 2.7285539939372465, "parity": 1.195684904100098, "ar_tpw": 1.7726724844510873, "en_tpw": 2.590617032126466 }, "tiktoken/o200k_base": { "vocab": 200019, "ar_tokens": 155409, "en_tokens": 20332, "ar_cpt": 3.0873887612686524, "en_cpt": 3.4088136927011607, "parity": 0.9057076858964945, "ar_tpw": 1.8732100670170195, "en_tpw": 2.0736359000509945 }, "tiktoken/cl100k_base": { "vocab": 100277, "ar_tokens": 335815, "en_tokens": 22607, "ar_cpt": 1.428786683143993, "en_cpt": 3.065776087052683, "parity": 0.4660440431961137, "ar_tpw": 4.047719492792054, "en_tpw": 2.3056603773584907 }, "Qwen/Qwen2.5-0.5B": { "vocab": 151665, "ar_tokens": 185741, "en_tokens": 23714, "ar_cpt": 2.5832099536451296, "en_cpt": 2.922661718815889, "parity": 0.8838552669351389, "ar_tpw": 2.2388144255339664, "en_tpw": 2.4185619581845996 }, "tiiuae/falcon-7b": { "vocab": 65024, "ar_tokens": 484375, "en_tokens": 25481, "ar_cpt": 0.9905713548387097, "en_cpt": 2.71998744162317, "parity": 0.3641823266094125, "ar_tpw": 5.838375681018273, "en_tpw": 2.5987761346251914 }, "google/gemma-2-2b": { "vocab": 256000, "ar_tokens": 172625, "en_tokens": 22237, "ar_cpt": 2.7794815351194786, "en_cpt": 3.1167873364212797, "parity": 0.8917777297924028, "ar_tpw": 2.0807217588351574, "en_tpw": 2.267924528301887 }, "google/gemma-3-1b-pt": { "vocab": 262145, "ar_tokens": 169379, "en_tokens": 22580, "ar_cpt": 2.8327478613051205, "en_cpt": 3.0694419840566876, "parity": 0.9228869208211118, "ar_tpw": 2.041596355045562, "en_tpw": 2.302906680265171 }, "ALLaM-AI/ALLaM-7B-Instruct-preview": { "vocab": 64000, "ar_tokens": 168111, "en_tokens": 27522, "ar_cpt": 2.854114245944644, "en_cpt": 2.5182762880604606, "parity": 1.1333602510083756, "ar_tpw": 2.0263126175208526, "en_tpw": 2.8069352371239162 }, "QCRI/Fanar-1-9B-Instruct": { "vocab": 128256, "ar_tokens": 172741, "en_tokens": 22743, "ar_cpt": 2.777615042172964, "en_cpt": 3.047443169326826, "parity": 0.911457535986318, "ar_tpw": 2.0821199556434116, "en_tpw": 2.319530851606323 }, "hammh0a/Hala-350M": { "vocab": 64400, "ar_tokens": 216262, "en_tokens": 21525, "ar_cpt": 2.218642202513618, "en_cpt": 3.219883855981417, "parity": 0.689044171078456, "ar_tpw": 2.6066968805747073, "en_tpw": 2.195308516063233 } }