[KongchangAI]
Conceptcontradiction

Contradiction

A category of factual error in knowledge-graph-to-text tasks in which the generated text expresses content that conflicts with the input graph, such as reversed relation direction or incorrect entity attributes, constituting an information-distortion type of error.

Timeline (last 90 days)

Oct 23

On graph-grounded metrics, LLMs perform better than fine-tuned models in reducing contradictions and triple omissions.

Unverified50%
Oct 23

Triple omission means that a triple in the input graph is not mentioned at all in the generated text; contradiction means that the generated text expresses content that conflicts with the input graph.

Unverified50%

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