Compact deep neural network models of the visual cortex

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Liverpool’s wage bill increased by £42m to £428m in the year ending 31 May 2025, when a Premier League title triumph in Arne Slot’s debut season as head coach and a return to the Champions League increased revenue to a record £703m. The club’s wages-to-revenue ratio stood at a healthy 61%. It was the biggest wage bill in the division, ahead of Manchester City on £408m, and included bonuses for the record-equalling title triumph.

Initially I aimed to test with at least 10 formulas for each model for SAT/UNSAT, but it turned out to be more expensive than I expected, so I tested ~5 formulas for each case/model. First, I used the openrouter API to automate the process, but I experienced response stops in the middle due to long reasoning process, so I reverted to using the chat interface (I don't if this was a problem from the model provider or if it's an openrouter issue). For this reason I don't have standard outputs for each testing, but I linked to the output for each case I mentioned in results.

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