Abstract: Described herein is a mechanism for improving the accuracy of a language model interpreting short input utterances. A language model operates in a stateless manner, only ascertaining the intents and/or entities associated with a presented input utterance. To increase the accuracy, two language understanding models are trained. One is trained using only input utterances. The second is trained using input utterance-prior dialog context pairs. The prior dialog context is previous intents and/or entities already determined from the utterances in prior turns of the dialog. When input is received, the language understanding model decides whether the input comprises only an utterance or an utterance and prior dialog context. The appropriate trained machine learning model is selected and the intents and/or entities associated with the input determined by the selected machine learning model.

Abstract: Described herein is a mechanism for improving the accuracy of a language model interpreting short input utterances. A language model operates in a stateless manner, only ascertaining the intents and/or entities associated with a presented input utterance. To increase the accuracy, two language understanding models are trained. One is trained using only input utterances. The second is trained using input utterance-prior dialog context pairs. The prior dialog context is previous intents and/or entities already determined from the utterances in prior turns of the dialog. When input is received, the language understanding model decides whether the input comprises only an utterance or an utterance and prior dialog context. The appropriate trained machine learning model is selected and the intents and/or entities associated with the input determined by the selected machine learning model.

Abstract: Provided herein are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides between nucleotide 1 and nucleotide 50 of a mature human tRNA and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure, the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule, and the neuroprotective molecule contains at least one deoxyribonucleotide. Also provided are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides between nucleotide 1 and nucleotide 50 of a mature human tRNACYS; and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure and the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule.

Abstract: Provided herein are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides between nucleotide 1 and nucleotide 50 of a mature human tRNA and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure, the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule, and the neuroprotective molecule contains at least one deoxyribonucleotide. Also provided are neuroprotective molecules containing a sequence of 25-35 contiguous between nucleotide 1 and nucleotide 50 of a mature human tRNACYS; and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure and the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule.

Abstract: Provided herein are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides that is at least 80% identical to a contiguous sequence between nucleotide 1 and nucleotide 50 of a mature human tRNA and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure, the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule, and the neuroprotective molecule contains at least one deoxyribonucleotide.

Abstract: Provided herein are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides that is at least 80% identical to a contiguous sequence between nucleotide 1 and nucleotide 50 of a mature human tRNA and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure, the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule, and the neuroprotective molecule contains at least one deoxyribonucleotide. Also provided are methods of inducing or increasing stress granule formation in a cell, decreasing protein translation in a cell, decreasing stress-induced cell death, or treating a neurological disorder associated with neuron death in a subject using at least one of these neuroprotective molecules.

Abstract: Provided herein are neuroprotective molecules containing a sequence of 25-35 contiguous nucleotides that is at least 80% identical to a contiguous sequence between nucleotide 1 and nucleotide 50 of a mature human tRNA and at least four contiguous guanosine-containing nucleotides, where the sequence of 25-35 contiguous nucleotides contains a D-loop stem structure, the at least four contiguous guanosine-containing nucleotides are located at the 5? end of the neuroprotective molecule, and the neuroprotective molecule contains at least one deoxyribonucleotide.