EVALITA-LLM Leaderboard

Open Italian LLM Leaderboard

Evalita-LLM is a benchmark designed to evaluate Large Language Models (LLMs) on Italian tasks. The distinguishing features of Evalita-LLM are the following: (i) all tasks are native Italian, avoiding translation issues and potential cultural biases; (ii) the benchmark includes generative tasks, enabling more natural interaction with LLMs; (iii) all tasks are evaluated against multiple prompts, this way mitigating the model sensitivity to specific prompts and allowing a fairer evaluation. To provide a comprehensive evaluation, Evalita-LLM leverages the Combined Performance Score (CPS), which combines both the peak and average performance of models across multiple prompts.

Multiple-choice tasks: 📊TE (Textual Entailment), 😃SA (Sentiment Analysis), ⚠️HS (Hate Speech Detection), 🏥AT (Admission Test), 🔤WIC (Word in Context), ❓FAQ (Frequently Asked Questions)
Generative tasks: 🔄LS (Lexical Substitution), 📝SU (Summarization), 🏷️NER (Named Entity Recognition), 🔗REL (Relation Extraction)

Models tested: 83
Avg combined perf.: 46.28
Std. Dev. 7.56
Best model: Mistral-Large-Instruct-2411
Best model accuracy: 62.28
Ideal model: 75.00
{
  • "headers": [
    • "Rank",
    • "Size",
    • "FS",
    • "IS_FS",
    • "Model",
    • "Avg. Comb. Perf. ⬆️",
    • "TE",
    • "TE Prompt Average",
    • "TE Prompt Std",
    • "TE Best Prompt",
    • "TE Best Prompt Id",
    • "SA",
    • "SA Prompt Average",
    • "SA Prompt Std",
    • "SA Best Prompt",
    • "SA Best Prompt Id",
    • "HS",
    • "HS Prompt Average",
    • "HS Prompt Std",
    • "HS Best Prompt",
    • "HS Best Prompt Id",
    • "AT",
    • "AT Prompt Average",
    • "AT Prompt Std",
    • "AT Best Prompt",
    • "AT Best Prompt Id",
    • "WIC",
    • "WIC Prompt Average",
    • "WIC Prompt Std",
    • "WIC Best Prompt",
    • "WIC Best Prompt Id",
    • "FAQ",
    • "FAQ Prompt Average",
    • "FAQ Prompt Std",
    • "FAQ Best Prompt",
    • "FAQ Best Prompt Id",
    • "LS",
    • "LS Prompt Average",
    • "LS Prompt Std",
    • "LS Best Prompt",
    • "LS Best Prompt Id",
    • "SU",
    • "SU Prompt Average",
    • "SU Prompt Std",
    • "SU Best Prompt",
    • "SU Best Prompt Id",
    • "NER",
    • "NER Prompt Average",
    • "NER Prompt Std",
    • "NER Best Prompt",
    • "NER Best Prompt Id",
    • "REL",
    • "REL Prompt Average",
    • "REL Prompt Std",
    • "REL Best Prompt",
    • "REL Best Prompt Id",
    • "#Params (B)"
    ],
  • "data": [
    • [
      • 1,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/mistralai/Mistral-Large-Instruct-2411" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Mistral-Large-Instruct-2411</a> 🔵🔵🔵🏆",
      • 62.28,
      • 80.96,
      • 80.5,
      • 1.87,
      • 83.25,
      • 6,
      • 80.94,
      • 80.71,
      • 0.98,
      • 81.98,
      • 3,
      • 77.03,
      • 76.61,
      • 2.71,
      • 78.58,
      • 2,
      • 76.28,
      • 75.27,
      • 15.06,
      • 94.8,
      • 3,
      • 75.55,
      • 74.43,
      • 6.32,
      • 80.07,
      • 4,
      • 54.42,
      • 54.2,
      • 35.09,
      • 99.5,
      • 3,
      • 38.56,
      • 38.24,
      • 0.74,
      • 38.76,
      • 10,
      • 33.41,
      • 30.91,
      • 5.42,
      • 34.74,
      • 8,
      • 38.79,
      • 38.75,
      • 0.08,
      • 38.81,
      • 9,
      • 66.82,
      • 66.76,
      • 0.24,
      • 66.93,
      • 9,
      • 123
      ],
    • [
      • 2,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/allenai/Llama-3.1-Tulu-3-70B" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Llama-3.1-Tulu-3-70B</a>",
      • 60.16,
      • 82.42,
      • 82.12,
      • 1.71,
      • 84,
      • 2,
      • 80.41,
      • 80.07,
      • 1.66,
      • 81.94,
      • 3,
      • 75.51,
      • 74.85,
      • 2.89,
      • 77.85,
      • 2,
      • 72.44,
      • 70.8,
      • 16.68,
      • 92.4,
      • 3,
      • 65.44,
      • 62.35,
      • 16.2,
      • 74.46,
      • 2,
      • 54.52,
      • 54.41,
      • 35.12,
      • 99.75,
      • 3,
      • 40.89,
      • 39.89,
      • 2.43,
      • 41.6,
      • 9,
      • 35.46,
      • 34.9,
      • 1.23,
      • 35.77,
      • 8,
      • 39.12,
      • 38.44,
      • 1.61,
      • 39.57,
      • 9,
      • 55.38,
      • 52.58,
      • 9.77,
      • 59.49,
      • 10,
      • 71
      ],
    • [
      • 3,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Llama-3.3-70B-Instruct</a>",
      • 57.93,
      • 80.79,
      • 80.25,
      • 2.38,
      • 83.5,
      • 3,
      • 79.55,
      • 78.98,
      • 2.57,
      • 82.19,
      • 4,
      • 77.82,
      • 77.4,
      • 1.44,
      • 79.45,
      • 2,
      • 70.72,
      • 68.83,
      • 17.56,
      • 91.8,
      • 3,
      • 67.15,
      • 65.01,
      • 9.36,
      • 72.89,
      • 2,
      • 54.11,
      • 53.66,
      • 35.03,
      • 99,
      • 3,
      • 46.8,
      • 45.77,
      • 2.79,
      • 47.74,
      • 9,
      • 21.24,
      • 20.94,
      • 0.54,
      • 21.32,
      • 8,
      • 44.58,
      • 44.53,
      • 0.13,
      • 44.62,
      • 9,
      • 36.52,
      • 36.51,
      • 0.03,
      • 36.53,
      • 9,
      • 71
      ],
    • [
      • 4,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/mistralai/Mistral-Small-24B-Instruct-2501" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Mistral-Small-24B-Instruct-2501</a> 🔵🔵🏆",
      • 57.67,
      • 82,
      • 81.71,
      • 1.61,
      • 83.5,
      • 6,
      • 75.95,
      • 75.1,
      • 3.31,
      • 79.21,
      • 3,
      • 72.9,
      • 72.1,
      • 3.35,
      • 75.36,
      • 3,
      • 69.77,
      • 67.73,
      • 18.33,
      • 91.4,
      • 3,
      • 71.65,
      • 70.86,
      • 3.21,
      • 73.89,
      • 4,
      • 53.79,
      • 53.45,
      • 35.38,
      • 99.25,
      • 3,
      • 41.89,
      • 41.15,
      • 1.81,
      • 42.43,
      • 9,
      • 29.7,
      • 28.42,
      • 2.58,
      • 30.25,
      • 8,
      • 38.16,
      • 38.09,
      • 0.17,
      • 38.21,
      • 9,
      • 40.9,
      • 40.18,
      • 1.73,
      • 41.41,
      • 10,
      • 24
      ],
    • [
      • 5,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/google/gemma-3-27b-it" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">gemma-3-27b-it</a>",
      • 57.42,
      • 81.13,
      • 80.75,
      • 1.96,
      • 83,
      • 4,
      • 80.3,
      • 80.18,
      • 0.47,
      • 80.8,
      • 2,
      • 75.87,
      • 75.33,
      • 2.32,
      • 77.77,
      • 4,
      • 73.91,
      • 72.1,
      • 13.63,
      • 89.8,
      • 3,
      • 66.49,
      • 64.51,
      • 8.29,
      • 71.46,
      • 4,
      • 53.13,
      • 52.33,
      • 35.57,
      • 98.25,
      • 3,
      • 36.08,
      • 35.64,
      • 0.98,
      • 36.33,
      • 10,
      • 20.02,
      • 19.72,
      • 0.52,
      • 20.09,
      • 7,
      • 38.76,
      • 38.72,
      • 0.11,
      • 38.79,
      • 10,
      • 48.48,
      • 46.34,
      • 6.14,
      • 50.68,
      • 10,
      • 28
      ],
    • [
      • 6,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/Qwen/Qwen2.5-72B-Instruct" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Qwen2.5-72B-Instruct</a>",
      • 57.36,
      • 85.07,
      • 85,
      • 0.45,
      • 85.5,
      • 6,
      • 77.68,
      • 77.6,
      • 0.42,
      • 77.97,
      • 6,
      • 76.38,
      • 75.89,
      • 1.67,
      • 78.11,
      • 3,
      • 69.3,
      • 67.9,
      • 20.69,
      • 94.8,
      • 3,
      • 72.06,
      • 71.27,
      • 2.46,
      • 74.34,
      • 1,
      • 54,
      • 53.66,
      • 35.32,
      • 99.25,
      • 3,
      • 38.03,
      • 37.94,
      • 0.2,
      • 38.08,
      • 10,
      • 24.49,
      • 24.15,
      • 0.64,
      • 24.6,
      • 7,
      • 38.91,
      • 38.76,
      • 0.34,
      • 39,
      • 10,
      • 37.65,
      • 37.51,
      • 0.31,
      • 37.73,
      • 9,
      • 73
      ],
    • [
      • 7,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/MaziyarPanahi/calme-3.2-instruct-78b" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">calme-3.2-instruct-78b</a>",
      • 56.82,
      • 84.31,
      • 83.88,
      • 2.25,
      • 87.25,
      • 5,
      • 80.15,
      • 79.78,
      • 1.66,
      • 81.82,
      • 3,
      • 75.82,
      • 75.51,
      • 1.02,
      • 76.86,
      • 6,
      • 64.68,
      • 62.87,
      • 24.12,
      • 94.2,
      • 4,
      • 73.44,
      • 72.82,
      • 2.02,
      • 75.33,
      • 1,
      • 53.6,
      • 53.49,
      • 35.74,
      • 99.75,
      • 3,
      • 38.23,
      • 38.19,
      • 0.1,
      • 38.26,
      • 9,
      • 22.91,
      • 22.74,
      • 0.31,
      • 22.96,
      • 7,
      • 38.52,
      • 38.49,
      • 0.08,
      • 38.54,
      • 9,
      • 36.56,
      • 36.56,
      • 0,
      • 36.56,
      • 9,
      • 78
      ],
    • [
      • 8,
      • "🔵🔵🔵",
      • "🅾️",
      • false,
      • "<a target="_blank" href="https://huggingface.co/Qwen/Qwen3-Next-80B-A3B-Instruct" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Qwen3-Next-80B-A3B-Instruct</a> 🔵🔵🔵🎖️",
      • 55.35,
      • 73.89,
      • 71.92,
      • 15.4,
      • 86.25,
      • 4,
      • 67.09,
      • 63.97,
      • 11.22,
      • 78.36,
      • 4,
      • 69.84,
      • 67.55,
      • 8.3,
      • 77.93,
      • 4,
      • 62.53,
      • 61.33,
      • 29.07,
      • 96.6,
      • 3,
      • 71.41,
      • 69.59,
      • 5.62,
      • 77.8,
      • 2,
      • 53.41,
      • 52.5,
      • 35.16,
      • 98,
      • 4,
      • 54.53,
      • 54.48,
      • 0.17,
      • 54.6,
      • 10,
      • 27,
      • 26.73,
      • 0.52,
      • 27.1,
      • 8,
      • 34.95,
      • 34.7,
      • 0.54,
      • 35.08,
      • 9,
      • 38.87,
      • 37.23,
      • 3.87,
      • 39.97,
      • 10,
      • 82
      ],
    • [
      • 9,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/Qwen/Qwen2.5-VL-32B-Instruct" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Qwen2.5-VL-32B-Instruct</a>",
      • 55.3,
      • 83.7,
      • 83.29,
      • 3.37,
      • 86.25,
      • 2,
      • 68.13,
      • 66.3,
      • 5.49,
      • 73.11,
      • 3,
      • 75.47,
      • 74.93,
      • 2.08,
      • 77.32,
      • 3,
      • 61.53,
      • 58.47,
      • 24.5,
      • 90.4,
      • 3,
      • 77.56,
      • 76.45,
      • 6.68,
      • 83.03,
      • 3,
      • 52.57,
      • 52.45,
      • 36.64,
      • 99.75,
      • 3,
      • 32.42,
      • 31.62,
      • 1.68,
      • 32.81,
      • 10,
      • 25.37,
      • 25.06,
      • 0.57,
      • 25.47,
      • 8,
      • 37.81,
      • 37.73,
      • 0.19,
      • 37.86,
      • 9,
      • 38.41,
      • 37.78,
      • 1.48,
      • 38.82,
      • 9,
      • 33
      ],
    • [
      • 10,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/Qwen/Qwen2.5-14B-Instruct-1M" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">Qwen2.5-14B-Instruct-1M</a>",
      • 54.72,
      • 85.02,
      • 84.79,
      • 1.8,
      • 86.5,
      • 4,
      • 73.17,
      • 71.75,
      • 5.41,
      • 78.26,
      • 3,
      • 72.8,
      • 71.8,
      • 5.46,
      • 75.96,
      • 4,
      • 59.75,
      • 55.4,
      • 23.32,
      • 85.6,
      • 3,
      • 63.59,
      • 61.7,
      • 4.86,
      • 67.52,
      • 6,
      • 52.61,
      • 52.37,
      • 36.41,
      • 99.5,
      • 4,
      • 35.03,
      • 34.65,
      • 0.84,
      • 35.24,
      • 9,
      • 25.9,
      • 25.51,
      • 0.75,
      • 26.04,
      • 8,
      • 35.1,
      • 35.03,
      • 0.17,
      • 35.14,
      • 9,
      • 44.23,
      • 42.63,
      • 4.14,
      • 45.56,
      • 9,
      • 15
      ],
    • [
      • 11,
      • "🔵🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">DeepSeek-R1-Distill-Llama-70B</a>",
      • 54.66,
      • 79.37,
      • 78.62,
      • 4.09,
      • 83,
      • 3,
      • 77.48,
      • 76.61,
      • 3.73,
      • 81.27,
      • 3,
      • 74.6,
      • 73.65,
      • 4.27,
      • 77.96,
      • 4,
      • 65.65,
      • 63.1,
      • 21.38,
      • 90.8,
      • 3,
      • 69.26,
      • 67.12,
      • 8.61,
      • 76.02,
      • 2,
      • 53.38,
      • 53.04,
      • 35.7,
      • 99.25,
      • 3,
      • 31.33,
      • 31.17,
      • 0.32,
      • 31.4,
      • 9,
      • 20.48,
      • 20.36,
      • 0.21,
      • 20.51,
      • 8,
      • 37.76,
      • 37.76,
      • 0,
      • 37.76,
      • 10,
      • 37.34,
      • 37.34,
      • 0,
      • 37.34,
      • 9,
      • 71
      ],
    • [
      • 12,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/google/gemma-3-12b-it" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">gemma-3-12b-it</a>",
      • 53.92,
      • 79.52,
      • 79.12,
      • 1.4,
      • 81.25,
      • 1,
      • 78.34,
      • 78.17,
      • 0.64,
      • 78.98,
      • 6,
      • 71.4,
      • 70.14,
      • 4.61,
      • 75.24,
      • 4,
      • 65.9,
      • 62.5,
      • 16.97,
      • 84.6,
      • 4,
      • 66.5,
      • 64.94,
      • 6.14,
      • 70.16,
      • 3,
      • 52.35,
      • 52,
      • 36.41,
      • 99.25,
      • 3,
      • 26.77,
      • 26.64,
      • 0.23,
      • 26.81,
      • 10,
      • 18.93,
      • 18.74,
      • 0.34,
      • 18.98,
      • 8,
      • 37.86,
      • 37.82,
      • 0.1,
      • 37.89,
      • 9,
      • 41.59,
      • 41.46,
      • 0.33,
      • 41.69,
      • 9,
      • 13
      ],
    • [
      • 13,
      • "🔵🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/google/gemma-2-27b-it" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">gemma-2-27b-it</a>",
      • 53.86,
      • 78.72,
      • 78.46,
      • 0.98,
      • 79.75,
      • 5,
      • 74.26,
      • 73.84,
      • 1.05,
      • 75.56,
      • 1,
      • 74.14,
      • 73.42,
      • 3.33,
      • 76.47,
      • 4,
      • 68.47,
      • 65.63,
      • 15.47,
      • 86.2,
      • 3,
      • 68.56,
      • 66.82,
      • 6.31,
      • 73.31,
      • 4,
      • 52.37,
      • 51.33,
      • 35.96,
      • 97.76,
      • 3,
      • 28.52,
      • 28.5,
      • 0.04,
      • 28.53,
      • 10,
      • 18.66,
      • 18.51,
      • 0.26,
      • 18.69,
      • 8,
      • 38.33,
      • 38.23,
      • 0.24,
      • 38.4,
      • 10,
      • 36.56,
      • 36.56,
      • 0,
      • 36.56,
      • 9,
      • 28
      ],
    • [
      • 14,
      • "🔵",
      • "5️⃣",
      • true,
      • "<a target="_blank" href="https://huggingface.co/google/gemma-2-9b-it" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">gemma-2-9b-it</a> 🔵🏆",
      • 53.64,
      • 79.97,
      • 79.62,
      • 2.35,
      • 81.5,
      • 2,
      • 72.85,
      • 72.49,
      • 1.06,
      • 73.89,
      • 1,
      • 71.99,
      • 70.71,
      • 4.79,
      • 76.03,
      • 3,
      • 59.96,
      • 54.9,
      • 16.19,
      • 75.8,
      • 3,
      • 57.79,
      • 55.64,
      • 5.34,
      • 61.17,
      • 3,
      • 51.76,
      • 51.16,
      • 36.67,
      • 98.75,
      • 3,
      • 22.36,
      • 21.97,
      • 0.71,
      • 22.47,
      • 10,
      • 30.43,
      • 29.12,
      • 2.68,
      • 31.02,
      • 7,
      • 38.03,
      • 37.92,
      • 0.24,
      • 38.09,
      • 9,
      • 51.26,
      • 50.98,
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This project has benefited from the following support:

  • 🧠 Codebase: Based on and extended from the Open Italian LLM Leaderboard, developed by Alessandro Ercolani and Samuele Colombo. We warmly thank them for their invaluable support and guidance in implementing this leaderboard.

  • 💶 Funding: Partially supported by the PNRR project FAIR - Future AI Research (PE00000013), under the NRRP MUR program funded by NextGenerationEU.

  • 🖥️ Computation: We gratefully acknowledge CINECA for granting access to the LEONARDO supercomputer.