Fig. 8: Final consistency validation and answer selection under different extraction strategies. | npj Computational Materials

Fig. 8: Final consistency validation and answer selection under different extraction strategies.

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

Fig. 8

This figure illustrates the final consistency verification stage in the extraction of material triples. It compares the outputs of the discriminator, the MoA (consistency-based) model, and the integrated framework. All methods converge on the same two triples for the O–BN material, confirming the correctness and consistency of the extracted results.

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