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SemiticGPT-3B

Text Generation
semitic-gpt
multilingual
hebrew
arabic
persian
semitic
sentiment-analysis
cross-lingual
Model card Files
xet
 Community
SemiticGPT-3B
File size: 3,949 Bytes
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{
  "experiment": "C_tokenizer_ablation",
  "timestamp": "2026-04-13 09:30:52 UTC",
  "tokenizers": {
    "Ours-32K": {
      "vocab_size": 32000
    },
    "Llama-2": {
      "vocab_size": 32000
    },
    "HebrewGPT": {
      "vocab_size": 32000
    }
  },
  "vocabulary_composition": {
    "Ours-32K": {
      "Arabic": {
        "count": 14945,
        "pct": 46.7
      },
      "Hebrew": {
        "count": 8888,
        "pct": 27.8
      },
      "Latin": {
        "count": 7778,
        "pct": 24.3
      },
      "Other": {
        "count": 278,
        "pct": 0.9
      },
      "Digit": {
        "count": 110,
        "pct": 0.3
      },
      "Special": {
        "count": 1,
        "pct": 0.0
      }
    },
    "Llama-2": {
      "Latin": {
        "count": 25900,
        "pct": 80.9
      },
      "Other": {
        "count": 5848,
        "pct": 18.3
      },
      "Digit": {
        "count": 133,
        "pct": 0.4
      },
      "Arabic": {
        "count": 54,
        "pct": 0.2
      },
      "Hebrew": {
        "count": 36,
        "pct": 0.1
      },
      "Special": {
        "count": 16,
        "pct": 0.1
      },
      "Space": {
        "count": 13,
        "pct": 0.0
      }
    },
    "HebrewGPT": {
      "Hebrew": {
        "count": 23101,
        "pct": 72.2
      },
      "Other": {
        "count": 6399,
        "pct": 20.0
      },
      "Latin": {
        "count": 2238,
        "pct": 7.0
      },
      "Arabic": {
        "count": 137,
        "pct": 0.4
      },
      "Digit": {
        "count": 124,
        "pct": 0.4
      },
      "Special": {
        "count": 1,
        "pct": 0.0
      }
    }
  },
  "fertility": {
    "en": {
      "Ours-32K": {
        "fertility": 1.544,
        "bytes_per_token": 3.71,
        "total_tokens": 2785,
        "total_bytes": 10322
      },
      "Llama-2": {
        "fertility": 1.51,
        "bytes_per_token": 3.79,
        "total_tokens": 2724,
        "total_bytes": 10322
      },
      "HebrewGPT": {
        "fertility": 2.419,
        "bytes_per_token": 2.37,
        "total_tokens": 4364,
        "total_bytes": 10322
      }
    },
    "he": {
      "Ours-32K": {
        "fertility": 1.343,
        "bytes_per_token": 5.12,
        "total_tokens": 8866,
        "total_bytes": 45378
      },
      "Llama-2": {
        "fertility": 3.909,
        "bytes_per_token": 1.76,
        "total_tokens": 25806,
        "total_bytes": 45378
      },
      "HebrewGPT": {
        "fertility": 1.255,
        "bytes_per_token": 5.48,
        "total_tokens": 8283,
        "total_bytes": 45378
      }
    },
    "ar": {
      "Ours-32K": {
        "fertility": 2.222,
        "bytes_per_token": 3.48,
        "total_tokens": 7776,
        "total_bytes": 27023
      },
      "Llama-2": {
        "fertility": 4.363,
        "bytes_per_token": 1.77,
        "total_tokens": 15266,
        "total_bytes": 27023
      },
      "HebrewGPT": {
        "fertility": 4.154,
        "bytes_per_token": 1.86,
        "total_tokens": 14535,
        "total_bytes": 27023
      }
    },
    "fa": {
      "Ours-32K": {
        "fertility": 1.52,
        "bytes_per_token": 5.72,
        "total_tokens": 5302,
        "total_bytes": 30327
      },
      "Llama-2": {
        "fertility": 4.876,
        "bytes_per_token": 1.78,
        "total_tokens": 17014,
        "total_bytes": 30327
      },
      "HebrewGPT": {
        "fertility": 4.508,
        "bytes_per_token": 1.93,
        "total_tokens": 15727,
        "total_bytes": 30327
      }
    }
  },
  "efficiency": {
    "en": {
      "Ours-32K": 0.2698,
      "Llama-2": 0.2639,
      "HebrewGPT": 0.4228
    },
    "he": {
      "Ours-32K": 0.1954,
      "Llama-2": 0.5687,
      "HebrewGPT": 0.1825
    },
    "ar": {
      "Ours-32K": 0.2878,
      "Llama-2": 0.5649,
      "HebrewGPT": 0.5379
    },
    "fa": {
      "Ours-32K": 0.1748,
      "Llama-2": 0.561,
      "HebrewGPT": 0.5186
    }
  }
}