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Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices

CVPR 2023 · Large language models › Agents, code and math · approach: Reasoning benchmarks and platforms · 9 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use algebraic machine reasoning instead of PrAERPM answer selection · I-RAVENaccuracy: 77.0 -> 93.2Helped
use algebraic machine reasoning instead of DCNetRPM answer selection · RAVENaccuracy: 93.6 -> 92.9Hurt
generate answers without an answer set using algebraic machine reasoningRPM answer generation · I-RAVEN answer generationsimilarity: 67.7%Mixed

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