CHICAGO — Chicago faces a record $654.7 million deficit as work begins in earnest on a $6.3 billion 2011 budget, while expectations of a slight improvement in revenue collections can’t keep pace with growing ­personnel costs.

The red ink could increase by another $40 million due to ­pending fire department raises under arbitration.

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