Aha! I looked it up in Fowler, and what he says is that it depends on the basic verb:
The past tense and past participle forms are sped when the basic meaning is 'go fast' (cars sped past; he had got into the car and had sped off down the road).
For other senses of the verb and for the phrasal verb speed up the past tense and past participle are normally speeded (up), e.g. in the intransitive sense 'travel at an illegal or dangerous speed': he speeded up and went through the traffic lights at 60mph; the process of reform must be speeded up. |
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I'm not sure quite what he means by "other sense of the verb" but clearly
"to accelerate" - "to speed up" - "he speeded up"
whereas
"to go fast" - "to speed" - "he sped".