5. A computer-implemented method for executing an action based on audio data, the computer-implemented method comprising: under control of one or more computing devices configured with specific computer-executable instructions, generating first speech processing results comprising a first semantic representation of at least a portion of a first user utterance, the first speech processing results generated using a speech processing system and audio data regarding at least the portion of the first user utterance; determining that a second semantic representation of at least a portion of a second user utterance relates to a correction to the first semantic representation; generating, using the first semantic representation, one or more lexical representations associated with a meaning corresponding to the first semantic representation; storing correction information in an error list separate from the first speech processing results and separate from second speech processing results comprising the second semantic representation, wherein the correction information indicates that the one or more lexical representations are erroneous; determining, using the correction information, that at least a portion of a first speech processing hypothesis, of a plurality of speech processing hypotheses for a third user utterance, corresponds to a lexical representation of the one or more lexical representations; removing the first speech processing hypothesis from the plurality of speech processing hypotheses based at least partly on the determining that at least the portion of the first speech processing hypothesis corresponds to the lexical representation; generating a third semantic representation of at least a portion of the third user utterance using a second speech processing hypothesis of the plurality of speech processing hypotheses instead of the first speech processing hypothesis based at least partly on the second speech processing hypothesis remaining in the plurality of speech processing hypotheses after the first speech processing hypothesis is removed, wherein the first speech processing hypothesis is associated with a first executable action, and wherein the second speech processing hypotheses is associated with a second executable action distinct from the first executable action; and executing the second executable action.
5. A computer-implemented method for executing an action based on audio data, the computer-implemented method comprising: under control of one or more computing devices configured with specific computer-executable instructions, generating first speech processing results comprising a first semantic representation of at least a portion of a first user utterance, the first speech processing results generated using a speech processing system and audio data regarding at least the portion of the first user utterance; determining that a second semantic representation of at least a portion of a second user utterance relates to a correction to the first semantic representation; generating, using the first semantic representation, one or more lexical representations associated with a meaning corresponding to the first semantic representation; storing correction information in an error list separate from the first speech processing results and separate from second speech processing results comprising the second semantic representation, wherein the correction information indicates that the one or more lexical representations are erroneous; determining, using the correction information, that at least a portion of a first speech processing hypothesis, of a plurality of speech processing hypotheses for a third user utterance, corresponds to a lexical representation of the one or more lexical representations; removing the first speech processing hypothesis from the plurality of speech processing hypotheses based at least partly on the determining that at least the portion of the first speech processing hypothesis corresponds to the lexical representation; generating a third semantic representation of at least a portion of the third user utterance using a second speech processing hypothesis of the plurality of speech processing hypotheses instead of the first speech processing hypothesis based at least partly on the second speech processing hypothesis remaining in the plurality of speech processing hypotheses after the first speech processing hypothesis is removed, wherein the first speech processing hypothesis is associated with a first executable action, and wherein the second speech processing hypotheses is associated with a second executable action distinct from the first executable action; and executing the second executable action. 7. The computer-implemented method of claim 5 , wherein the correction information comprises information regarding one of: an intent or a slot value.