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ARC benchmark

2 statements across 2 episodes · 0 bullish · 1 bearish · 2 people on the record · first statement Apr 3, 2025 by Francois Chollet · across every show →

Everything said about ARC benchmark, oldest first

Apr 3, 2025 bearish
Assertion Supported
Chollet: 50,000x LLM scaling yielded flat progress on ARC benchmark
“Because between, like, GPT-II and GPT-IV. There's been this 50,000 X scale up of base models that has resulted in, in, in basically a flat curve. On Arc.”
Francois Chollet Apr 3, 2025 ▶ 11:44 Chasing Real AGI: Inside ARC Prize 2025 with Chollet & Knoop
Jan 29, 2026 neutral
Assertion Supported
Hierarchical Reasoning Model matches larger LLMs on ARC using Transformer architecture
“Hierarchical reasoning model, it became like popular because it performed relatively well on that benchmark compared to very expensive models like Gemini, Chachupiti, and so forth. And it is a transformer architecture.”
Sebastian Raschka Jan 29, 2026 ▶ 7:10 State of LLMs 2026: RLVR, GRPO, Inference Scaling — Sebastian Raschka
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