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Graph sink tokens may light up the neural network, but they don't carry the graph's true meaning鈥攔evealing a critical flaw in how GLMs interpret graph information.
Existing explainability methods misrepresent multimodal decision-making, often conflating genuine reasoning with shallow shortcuts.
