Benchmark

AI2 Reasoning Challenge (ARC)

Measures: Grade-school science multiple-choice questions (four options); the Challenge set keeps the questions that simple retrieval and word co-occurrence methods got wrong.

Maintainer
Allen Institute for AI
Introduced
2018
Status
Unmaintained
Saturation
Saturated
Typical provenance
Self-reported
In scoring set
No

Paper

Every result we hold, whoever ran it. Only independent and third-party rows count towards a score.

Leaderboard
ModelChallenge set accuracyProvenanceSourceEvaluated
OPT-1.3B23.2%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
GPT-2 XL (1.5B)25.0%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
StableLM-Alpha 7B27.0%Self-reportedXGen-7B Technical Report via Epoch AI—
OPT-13B35.8%Self-reportedXGen-7B Technical Report via Epoch AI—
Falcon-7B Instruct36.3%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Dolly 2.0 (3B, 7B, 12B)39.6%Self-reportedXGen-7B Technical Report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)40.5%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)41.7%Self-reportedXGen-7B Technical Report via Epoch AI—
Gemma 2B42.1%Self-reportedGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Falcon-7B Instruct42.4%Self-reportedQwen Technical Report via Epoch AI—
Falcon-7B Instruct42.4%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)42.6%Self-reportedQwen Technical Report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)42.6%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 7B43.2%Third partyMixtral of Experts via Epoch AI—
Falcon-7B Instruct43.4%Self-reportedXGen-7B Technical Report via Epoch AI—
Llama 2 7B43.4%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Falcon-7B Instruct43.4%Self-reportedFalcon2-11B Technical Report via Epoch AI—
Phi-1.5
Microsoft · 5 effort
44.4%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Falcon-7B Instruct44.5%Self-reportedThe Falcon Series of Open Language Models via Epoch AI—
Llama 2 7B45.9%Third partyThe Falcon Series of Open Language Models via Epoch AI—
Llama 2 7B45.9%Self-reportedQwen Technical Report via Epoch AI—
Llama 2 7B45.9%Self-reportedLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 7B45.9%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Falcon-7B Instruct47.9%Self-reportedFalcon2-11B Technical Report via Epoch AI—
Llama 2 13B48.8%Third partyMixtral of Experts via Epoch AI—
Llama 2 13B49.4%Third partyThe Falcon Series of Open Language Models via Epoch AI—
Llama 2 13B49.4%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Llama 2 13B49.4%Self-reportedLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 13B49.4%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
MPT-30B (Instruct, Chat)50.6%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
text-davinci-001 (InstructGPT)51.4%Third partyThe Falcon Series of Open Language Models via Epoch AI—
text-davinci-001 (InstructGPT)51.4%Third partyLLaMA: Open and Efficient Foundation Language Models via Epoch AI—
text-davinci-001 (InstructGPT)51.4%Third partyGLaM: Efficient Scaling of Language Models with Mixture-of-Experts via Epoch AI—
text-davinci-001 (InstructGPT)51.5%Third partyGLaM: Efficient Scaling of Language Models with Mixture-of-Experts via Epoch AI—
Gemma 7B53.2%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Gemma 7B53.2%Self-reportedGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
text-davinci-001 (InstructGPT)53.2%Third partyGLaM: Efficient Scaling of Language Models with Mixture-of-Experts via Epoch AI—
Falcon-40B Instruct54.5%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Falcon-40B Instruct54.7%Self-reportedFalcon2-11B Technical Report via Epoch AI—
Mistral 7B v0.154.9%Third partyMixtral of Experts via Epoch AI—
Mistral 7B v0.154.9%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Mistral 7B v0.155.5%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Yi-9B55.6%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
Falcon-40B Instruct56.7%Self-reportedThe Falcon Series of Open Language Models via Epoch AI—
Llama 2 13B60.3%Self-reportedQwen Technical Report via Epoch AI—
ChatGLM2-6B61.0%Self-reportedQwen Technical Report via Epoch AI—
Falcon-40B Instruct61.9%Self-reportedFalcon2-11B Technical Report via Epoch AI—
Falcon-180B Chat63.7%Self-reportedThe Falcon Series of Open Language Models via Epoch AI—
Falcon-180B Chat67.8%Self-reportedThe Falcon Series of Open Language Models via Epoch AI—
Phi-275.9%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Gemma 7B78.3%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Mistral 7B v0.178.6%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Llama 3 8B82.8%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
text-davinci-00285.2%Self-reportedGPT-4 Technical Report via Epoch AI—
Claude Instant 185.7%Self-reportedReleasing Claude Instant 1.2 via Epoch AI—
Stable Beluga 2 (Llama 2 70B fine-tune)86.1%Self-reportedQwen Technical Report via Epoch AI—
Claude Instant 1.286.3%Self-reportedReleasing Claude Instant 1.2 via Epoch AI—
GPT-3.5 Turbo87.4%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Phi-3-medium91.6%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
DeepSeek-V292.2%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
DeepSeek-V395.3%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
Llama 3.1 405B95.3%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
  • Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks, CC BY 4.0.

Sources