Fig. 7: Consistency validation of reasoning paths using the generator–discriminator mechanism. | npj Computational Materials

Fig. 7: Consistency validation of reasoning paths using the generator–discriminator mechanism.

From: SLM-MATRIX: a multi-agent trajectory reasoning and verification framework for enhancing language models in materials data extraction

Fig. 7

This figure illustrates the consistency evaluation between the original reasoning path generated by the generator and the reconstructed path produced by the discriminator after masking the final structured output. Trajectory 1 is classified as “Consistent” due to alignment with the original content, while Trajectory 2 is marked as “Inconsistent” due to mismatched values for PrO₂ and ThO₂. The results highlight the discriminator’s effectiveness in detecting semantic deviations and ensuring output reliability.

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