2 papers
cs.CL2026
Atomic-SNLI: Fine-Grained Natural Language Inference through Atomic Fact Decomposition
Minghui Huang
Current Natural Language Inference (NLI) systems primarily operate at the sentence level, providing black-box decisions that lack explanatory power. While atomic-level NLI offers a…
cs.CL2025
DecMetrics: Structured Claim Decomposition Scoring for Factually Consistent LLM Outputs
Minghui Huang
Claim decomposition plays a crucial role in the fact-checking process by breaking down complex claims into simpler atomic components and identifying their unfactual elements. Despi…