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ARC-Challenge (Cloze Likelihood Scoring)

General QA · 2018-03-14

The 1,172-question ARC-Challenge test set scored in the cloze formulation: each answer option's text is scored by its likelihood as a continuation of the question, usually length-normalized, without the options listed in the prompt, as lm-evaluation-harness and the Open LLM Leaderboard v1 do. This runs about 20 points below the multiple-choice formulation behind most ARC-Challenge reports, which lists the options and scores the answer letter (Llama-3-70B: 68.8 against 93.0), so these reports are a fallback component of the ARC family rather than pooled with ARC-Challenge. Reports are filed here when the source states this scoring or its table reproduces Open LLM Leaderboard v1 values.

Benchmark source: arXiv

Top models (higher is better)

ModelScoreSource
Qwen2.5 72B72.4Qwen2.5 Technical Report (arXiv v2) · Alibaba
Gemma 2 27B71.4Qwen2.5 Technical Report (arXiv v2) · Alibaba
C4AI Command R+71.0Mixtral 8x22B launch post · Mistral AI
Mixtral 8x22B70.7Qwen2.5 Technical Report (arXiv v2) · Alibaba
Gemma 3 27B PT70.6Gemma 3 technical report · Google
Qwen2.5-Coder-32B70.5Qwen2.5-Coder Series blog (Powerful, Diverse, Practical) · Alibaba
Qwen2.5 32B70.4Qwen2.5 Technical Report (arXiv v2) · Alibaba
DeepSeek-V270.0Hello Qwen2 blog · Alibaba
Qwen1.5 110B69.6Qwen2 Technical Report (arXiv v4) · Alibaba
Gemma 3 12B PT68.9Gemma 3 technical report · Google
Qwen2-72B68.9Nemotron-4 340B Technical Report (arXiv 2406.11704) · NVIDIA
Llama 3 70B68.8Qwen2.5 Technical Report (arXiv v2) · Alibaba
Gemma 2 9B68.2Qwen2.5 Technical Report (arXiv v2) · Alibaba
Qwen2.5 14B67.3Qwen2.5 Technical Report (arXiv v2) · Alibaba
Qwen2.5-Coder-14B66.0Qwen2.5-Coder Series blog (Powerful, Diverse, Practical) · Alibaba
Mixtral 8x7B66.0Qwen2 Technical Report (arXiv v4) · Alibaba
Qwen1.5 72B65.9Qwen2 Technical Report (arXiv v4) · Alibaba
Qwen2-57B-A14B64.1Qwen2.5-LLM blog · Alibaba
Qwen2.5 7B63.7Qwen2.5 Technical Report (arXiv v2) · Alibaba
Qwen1.5 32B63.6Gemma 2 technical report · Hugging Face
Gemma 7B61.1Qwen2 Technical Report (arXiv v4) · Alibaba
Phi-261.1Qwen2 Technical Report (arXiv v4) · Alibaba
Qwen2.5 Coder 7B60.9Qwen2.5-Coder Series blog (Powerful, Diverse, Practical) · Alibaba
Qwen2-7B60.6Qwen2.5 Technical Report (arXiv v2) · Alibaba
Mistral 7B v0.1 Base60.0Gemma technical report · Hugging Face
Llama 3 8B59.3Qwen2.5 Technical Report (arXiv v2) · Alibaba
LLaMA 33B57.8Llama 2 paper (arXiv 2307.09288v2) · Meta
DeepSeek-Coder-V2-Lite-Base57.3Qwen2.5-Coder Technical Report (arXiv v3) · Alibaba
Qwen2.5 3B56.5Qwen2.5 Technical Report (arXiv v2) · Alibaba
Gemma 3 4B PT56.2Gemma 3 technical report · Google
LLaMA 65B56.0Llama 2 paper (arXiv 2307.09288v2) · Meta
Gemma 2 2B55.8Gemma 3 technical report · Google
Qwen2.5 1.5B54.7Qwen2.5 Technical Report (arXiv v2) · Alibaba
Qwen1.5 7B54.2Qwen2 Technical Report (arXiv v4) · Alibaba
PaLM 540B53.0LLaMA paper (arXiv 2302.13971) · Google
Qwen2.5-Coder-3B52.9Qwen2.5-Coder Series blog (Powerful, Diverse, Practical) · Alibaba
LLaMA-13B52.7Qwen Technical Report (arXiv v1) · Alibaba
PaLM 62B52.5LLaMA paper (arXiv 2302.13971) · Google
GPT-3 175B51.4GPT-3 paper · OpenAI
Gemma 2B48.5Qwen2 Technical Report (arXiv v4) · Alibaba
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