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ElementCheck: Complexity-Aware Long-Form Text Factuality Evaluation via Sentence Elements
Author1, Author2, Author3, Author4, Author5
factualityevaluationgraph-basedcomplexity
2608.26118
Builder Relevance
1h ago80%
Abstract
ElementCheck proposes a complexity-aware framework for verifying long-form text outputs by extracting sentence elements and organizing them into an element graph.
Reality Card
Core Claim
ElementCheck improves factuality verification in long-form text by utilizing a complexity-aware framework that organizes sentence elements into a graph for targeted verification.
Method / Result
ElementCheck consistently improves factuality verification across five backbone models.
Limitations
The reliance on specific benchmarks may limit generalizability to other domains.
Paper to code
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