NLPCC 2026 Task 10: Citation-Level Faithfulness Verification with DeBERTa Ensembles and Class-Wise Calibration

arXiv:2609.22774 · cs.CL · Submitted 2026-09-19 · Read on arXiv

cs.CL

Submitted: 2026-09-19

Updated: 2026-09-19

Comments: Accepted to the NLPCC 2026 Shared Task 10 system paper track. Ranked 2nd in Track 2 on the final leaderboard

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Calibration — 3× in this paper · explained in 7 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Verification — 1× in this paper · explained in 2 episodes

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