An uncertainty-gated fact-checking system decomposes claims atomically, verifies them against context, and selectively searches the web only for uncertain facts, outperforming benchmarks while abstaining on conflicts.
InProceedings of the 2019 conference on empirical methods in natural language processing and the 9th international joint conference on natural language processing (EMNLP-IJCNLP)
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Uncertainty-Aware Web-Conditioned Scientific Fact-Checking
An uncertainty-gated fact-checking system decomposes claims atomically, verifies them against context, and selectively searches the web only for uncertain facts, outperforming benchmarks while abstaining on conflicts.